{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "9e21d5d9-9849-8c7b-03cb-94787e4cd65a"
   },
   "source": [
    "In this exploration notebook, we shall try to uncover the basic information about the dataset which will help us build our models / features. \n",
    "\n",
    "Let us first import the necessary modules."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "_cell_guid": "61ff67fc-ab97-69fb-9a56-cdf860b57f55"
   },
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "color = sns.color_palette()\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "pd.options.mode.chained_assignment = None  # default='warn'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "5378a2ca-0a09-c235-2254-4d71f006d426"
   },
   "source": [
    "Loading the training dataset and looking at the top few rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "_cell_guid": "f13a66ea-b17a-2d32-11f5-c2b814a7591a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bathrooms</th>\n",
       "      <th>bedrooms</th>\n",
       "      <th>building_id</th>\n",
       "      <th>created</th>\n",
       "      <th>description</th>\n",
       "      <th>display_address</th>\n",
       "      <th>features</th>\n",
       "      <th>interest_level</th>\n",
       "      <th>latitude</th>\n",
       "      <th>listing_id</th>\n",
       "      <th>longitude</th>\n",
       "      <th>manager_id</th>\n",
       "      <th>photos</th>\n",
       "      <th>price</th>\n",
       "      <th>street_address</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.5</td>\n",
       "      <td>3</td>\n",
       "      <td>53a5b119ba8f7b61d4e010512e0dfc85</td>\n",
       "      <td>2016-06-24 07:54:24</td>\n",
       "      <td>A Brand New 3 Bedroom 1.5 bath ApartmentEnjoy ...</td>\n",
       "      <td>Metropolitan Avenue</td>\n",
       "      <td>[]</td>\n",
       "      <td>medium</td>\n",
       "      <td>40.7145</td>\n",
       "      <td>7211212</td>\n",
       "      <td>-73.9425</td>\n",
       "      <td>5ba989232d0489da1b5f2c45f6688adc</td>\n",
       "      <td>[https://photos.renthop.com/2/7211212_1ed4542e...</td>\n",
       "      <td>3000</td>\n",
       "      <td>792 Metropolitan Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>c5c8a357cba207596b04d1afd1e4f130</td>\n",
       "      <td>2016-06-12 12:19:27</td>\n",
       "      <td></td>\n",
       "      <td>Columbus Avenue</td>\n",
       "      <td>[Doorman, Elevator, Fitness Center, Cats Allow...</td>\n",
       "      <td>low</td>\n",
       "      <td>40.7947</td>\n",
       "      <td>7150865</td>\n",
       "      <td>-73.9667</td>\n",
       "      <td>7533621a882f71e25173b27e3139d83d</td>\n",
       "      <td>[https://photos.renthop.com/2/7150865_be3306c5...</td>\n",
       "      <td>5465</td>\n",
       "      <td>808 Columbus Avenue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100004</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>c3ba40552e2120b0acfc3cb5730bb2aa</td>\n",
       "      <td>2016-04-17 03:26:41</td>\n",
       "      <td>Top Top West Village location, beautiful Pre-w...</td>\n",
       "      <td>W 13 Street</td>\n",
       "      <td>[Laundry In Building, Dishwasher, Hardwood Flo...</td>\n",
       "      <td>high</td>\n",
       "      <td>40.7388</td>\n",
       "      <td>6887163</td>\n",
       "      <td>-74.0018</td>\n",
       "      <td>d9039c43983f6e564b1482b273bd7b01</td>\n",
       "      <td>[https://photos.renthop.com/2/6887163_de85c427...</td>\n",
       "      <td>2850</td>\n",
       "      <td>241 W 13 Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100007</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>28d9ad350afeaab8027513a3e52ac8d5</td>\n",
       "      <td>2016-04-18 02:22:02</td>\n",
       "      <td>Building Amenities - Garage - Garden - fitness...</td>\n",
       "      <td>East 49th Street</td>\n",
       "      <td>[Hardwood Floors, No Fee]</td>\n",
       "      <td>low</td>\n",
       "      <td>40.7539</td>\n",
       "      <td>6888711</td>\n",
       "      <td>-73.9677</td>\n",
       "      <td>1067e078446a7897d2da493d2f741316</td>\n",
       "      <td>[https://photos.renthop.com/2/6888711_6e660cee...</td>\n",
       "      <td>3275</td>\n",
       "      <td>333 East 49th Street</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100013</th>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2016-04-28 01:32:41</td>\n",
       "      <td>Beautifully renovated 3 bedroom flex 4 bedroom...</td>\n",
       "      <td>West 143rd Street</td>\n",
       "      <td>[Pre-War]</td>\n",
       "      <td>low</td>\n",
       "      <td>40.8241</td>\n",
       "      <td>6934781</td>\n",
       "      <td>-73.9493</td>\n",
       "      <td>98e13ad4b495b9613cef886d79a6291f</td>\n",
       "      <td>[https://photos.renthop.com/2/6934781_1fa4b41a...</td>\n",
       "      <td>3350</td>\n",
       "      <td>500 West 143rd Street</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        bathrooms  bedrooms                       building_id  \\\n",
       "10            1.5         3  53a5b119ba8f7b61d4e010512e0dfc85   \n",
       "10000         1.0         2  c5c8a357cba207596b04d1afd1e4f130   \n",
       "100004        1.0         1  c3ba40552e2120b0acfc3cb5730bb2aa   \n",
       "100007        1.0         1  28d9ad350afeaab8027513a3e52ac8d5   \n",
       "100013        1.0         4                                 0   \n",
       "\n",
       "                    created  \\\n",
       "10      2016-06-24 07:54:24   \n",
       "10000   2016-06-12 12:19:27   \n",
       "100004  2016-04-17 03:26:41   \n",
       "100007  2016-04-18 02:22:02   \n",
       "100013  2016-04-28 01:32:41   \n",
       "\n",
       "                                              description  \\\n",
       "10      A Brand New 3 Bedroom 1.5 bath ApartmentEnjoy ...   \n",
       "10000                                                       \n",
       "100004  Top Top West Village location, beautiful Pre-w...   \n",
       "100007  Building Amenities - Garage - Garden - fitness...   \n",
       "100013  Beautifully renovated 3 bedroom flex 4 bedroom...   \n",
       "\n",
       "            display_address  \\\n",
       "10      Metropolitan Avenue   \n",
       "10000       Columbus Avenue   \n",
       "100004          W 13 Street   \n",
       "100007     East 49th Street   \n",
       "100013    West 143rd Street   \n",
       "\n",
       "                                                 features interest_level  \\\n",
       "10                                                     []         medium   \n",
       "10000   [Doorman, Elevator, Fitness Center, Cats Allow...            low   \n",
       "100004  [Laundry In Building, Dishwasher, Hardwood Flo...           high   \n",
       "100007                          [Hardwood Floors, No Fee]            low   \n",
       "100013                                          [Pre-War]            low   \n",
       "\n",
       "        latitude  listing_id  longitude                        manager_id  \\\n",
       "10       40.7145     7211212   -73.9425  5ba989232d0489da1b5f2c45f6688adc   \n",
       "10000    40.7947     7150865   -73.9667  7533621a882f71e25173b27e3139d83d   \n",
       "100004   40.7388     6887163   -74.0018  d9039c43983f6e564b1482b273bd7b01   \n",
       "100007   40.7539     6888711   -73.9677  1067e078446a7897d2da493d2f741316   \n",
       "100013   40.8241     6934781   -73.9493  98e13ad4b495b9613cef886d79a6291f   \n",
       "\n",
       "                                                   photos  price  \\\n",
       "10      [https://photos.renthop.com/2/7211212_1ed4542e...   3000   \n",
       "10000   [https://photos.renthop.com/2/7150865_be3306c5...   5465   \n",
       "100004  [https://photos.renthop.com/2/6887163_de85c427...   2850   \n",
       "100007  [https://photos.renthop.com/2/6888711_6e660cee...   3275   \n",
       "100013  [https://photos.renthop.com/2/6934781_1fa4b41a...   3350   \n",
       "\n",
       "                 street_address  \n",
       "10      792 Metropolitan Avenue  \n",
       "10000       808 Columbus Avenue  \n",
       "100004          241 W 13 Street  \n",
       "100007     333 East 49th Street  \n",
       "100013    500 West 143rd Street  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df = pd.read_json(\"../input/train.json\")\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "55a56240-939e-8f49-1508-6ea8a991ac37"
   },
   "source": [
    "Wow. This dataset looks interesting. It has numerical features, categorical features, date feature, text features and image features.  \n",
    "\n",
    "Let us load the test data as well and check the number of rows in train and test to start with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "_cell_guid": "a0f70f1f-64e6-c76b-542e-ee27f27a69f4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Rows :  49352\n",
      "Test Rows :  74659\n"
     ]
    }
   ],
   "source": [
    "test_df = pd.read_json(\"../input/test.json\")\n",
    "print(\"Train Rows : \", train_df.shape[0])\n",
    "print(\"Test Rows : \", test_df.shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b226fffa-5e52-e9b2-266f-d732599081c6"
   },
   "source": [
    "**Target Variable**\n",
    "\n",
    "Before delving more into the features, let us first have a look at the target variable 'interest level'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "_cell_guid": "2c0c7d1a-4a2e-b916-e4fd-291d29956081"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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y/6JI+N8A7gF+kpkbgUuBUyPidmBqP8ctAC6LiCU8uzkBEhTfrz+IiKUUrfut\nbY6nI7m8rySpY0TEK4BdM3NFRLwbODwzT2t3XJ3Gbn9JUidZD1wZEb0UY/9z2hxPR7LlL0lSwzjm\nL0lSw5j8JUlqGJO/JEkNY/KXdmDlTmczK9R7Z0S8YJRiev8A5VdFxJ/VcL27IuI9I31eqZOZ/CUB\nzAdqT/4RMR3447qvI2lw3uonNUS5m95i4DiKTZ2+QbEj30IggLvKXfweBD5LseLjeOCCzPz78hy9\nFBv6nEKxEFQAV1Cs2LcJmJOZ95X7ql8D7Eux+codwBkUa/6/KCIeAn4rM58cINb9+p4X+FeKNdvf\nnJnfKuvNA16bme+KiNOAsylWqPwX4NRy0SFJfdjyl5rlWOAoio2bfgc4NDNPLd+bnZnLgU9T3D+9\nL8UPgPkR0bqVc1dmBsW66jcDX8zM36TYge+Wcrno9wJPZObLy2ttodgd8lTgvzJz30ES//P6Oy/F\nv1c3UewwuN3bgOsiYhZwAfA7mflSYF35WlI/TP5Ss9yQmRvLHfO+B7yknzrHApdm5rbM7AH+iaK3\nYLsvl3/3BV4IfAEgM1cAPcChwBqKfSPeAIzLzNMz8/6KMQ523hsok39E7E6xC+VXypgXZeb25YL/\nrk/MklrY7S81y7qW51uBcf3U2ZWiNb19h7RdgOtb3v9ZS70JwHcjYvt7LwB2y8zrI2IaRet734i4\nlqJLvooBz0sxbLFXRLwEOBJYkpn/ExG7Am8rf2xA0bDZueL1pMYx+UvqazXw1swcare91cDPM3Pf\n/t7MzCsplmHdC7gR+D3g+xWvP+B5I+Jmipb+0RTzFbYfc3VmfrjC+aXGs9tfEhRj8ruWz2+hGGcn\nIsZHxGci4tX9HPMI8GhEvL2su3tE/GNETIyIj0bEqQCZ+WPgPyjmCGwGJrVsI92fAc9bvn8DRfJ/\nDXBbWbYYOK7cfpqIeEtE/Mkw/jtIjWDylwRwHXB3RLwD+CgwJSIS+A7F0MCqvgdkZi/wLuDMcvb+\nN4A7yvkE1wAnR0SW7z1Zlq2iGDb4Sdl1/wxDnBfgnyn2c/9/mbmpPOZfgU9Q3LHwXYohhlue638U\naUflxj6SJDWMLX9JkhrG5C9JUsOY/CVJahiTvyRJDWPylySpYUz+kiQ1jMlfkqSGMflLktQw/x8A\nEBWG+P5gegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fcb3dfd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "int_level = train_df['interest_level'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.barplot(int_level.index, int_level.values, alpha=0.8, color=color[1])\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('Interest level', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "9bcd583c-e652-f3e5-b5b4-f9d9e7ddfbed"
   },
   "source": [
    "Interest level is low for most of the cases followed by medium and then high which makes sense.\n",
    "\n",
    "Now let us start looking into the numerical features present in the dataset. Numerical features are\n",
    "\n",
    " - bathrooms\n",
    " - bedrooms\n",
    " - price\n",
    " - latitude\n",
    " - longitude\n",
    "\n",
    "The last two are actually not numerical variables, but for now let us just consider it to be numerical.\n",
    "\n",
    "**Bathrooms:**\n",
    "\n",
    "Let us first start with bathrooms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "_cell_guid": "d966e599-8304-460e-0454-8549a4f66d86"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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H235+U+rpp963A3uUP+MdgO8D32nJUtfPeLB6Yej7eyhwv+3zJe0C/Dvw3Zb9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\n/CMiIhomwT8iIqJhEvwjIiIa5v8D9Q0ivQ2HEA0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fcb3d1d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_srs = train_df['bathrooms'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[0])\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bathrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "_cell_guid": "47a91c3d-f826-7635-2756-66b03d6d3586"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GCVaFCVRHCC8pzbS6Z8sZTpE4NEiyZ4RU7wjJnhHc4fFfvqFQiOXLV9DcvJLm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\nFxERKVAKcRERkQL1/wBnLp29o7cOdgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fcacf2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df['bathrooms'].ix[train_df['bathrooms']>3] = 3\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.violinplot(x='interest_level', y='bathrooms', data=train_df)\n",
    "plt.xlabel('Interest level', fontsize=12)\n",
    "plt.ylabel('bathrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "10ab3e10-e5d4-2ba4-ee66-674f343d71ef"
   },
   "source": [
    "Looks like evenly distributed across the interest levels. Now let us look at the next feature 'bedrooms'.\n",
    "\n",
    "**Bedrooms:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "_cell_guid": "cc7d8bef-5bc8-5e64-d621-43aceb57e2ff"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0ATgLOBSYAyyQNAk4HnjS9mzgXOC8QcQSERFRK30l/116OyCpo6/jFTwOTC5fTyzfzwGu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\nvA0LB1JqxAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fca9c3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_srs = train_df['bedrooms'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[2])\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bedrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "_cell_guid": "6dcc6114-8bfe-9f7c-dd28-c86024ed6f67"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3SpIkSVVa2Jn/PuX3KyJi/l7/LRS9/ZvXfV6SJHXJwjr8NdQfQJIk9S0GvCRJ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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc9f3ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "sns.countplot(x='bedrooms', hue='interest_level', data=train_df)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('bedrooms', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "08458b0e-3fb4-9357-55d1-830275f1d429"
   },
   "source": [
    "**Price:**\n",
    "\n",
    "Now let us look at the price variable distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "_cell_guid": "20589a1b-ca6c-ed10-7445-87c7cf3a7e80"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ImBkRR1AFg5/t1cfA8SRJ0giMxcjCecDTgP8d8dgP/a8DvhgRbwbuBb6cmbsi4j3AjTx+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc644048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "plt.scatter(range(train_df.shape[0]), np.sort(train_df.price.values))\n",
    "plt.xlabel('index', fontsize=12)\n",
    "plt.ylabel('price', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "259dd228-08dd-9e90-3ba1-a9f45e5ca830"
   },
   "source": [
    "Looks like there are some outliers in this feature. So let us remove them and then plot again."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_cell_guid": "013d293f-aca5-85cc-fcb2-4b019b82944c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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oITvQb75zvblj0wuUiRhj6q210VnXYozZTLYr4U5r7aE59z6cGzjoWGsXXQw+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\nKREQEREpY0oEREREytj/AeK8bRZcdnnbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc739978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ulimit = np.percentile(train_df.price.values, 99)\n",
    "train_df['price'].ix[train_df['price']>ulimit] = ulimit\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.distplot(train_df.price.values, bins=50, kde=True)\n",
    "plt.xlabel('price', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "3511dfc3-585a-8094-836e-ec3ecf44ba25"
   },
   "source": [
    "The distribution is right skewed as we can see.\n",
    "\n",
    "Now let us look at the latitude and longitude variables.\n",
    "\n",
    "**Latitude & Longitude:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "_cell_guid": "60913377-3b40-e9ed-0979-16a48f65030c"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAF1CAYAAAAnXamsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFez/A7kRLFJbIvRKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fca22e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "llimit = np.percentile(train_df.latitude.values, 1)\n",
    "ulimit = np.percentile(train_df.latitude.values, 99)\n",
    "train_df['latitude'].ix[train_df['latitude']<llimit] = llimit\n",
    "train_df['latitude'].ix[train_df['latitude']>ulimit] = ulimit\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.distplot(train_df.latitude.values, bins=50, kde=False)\n",
    "plt.xlabel('latitude', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "045350c6-7c19-afc2-5c9e-726246c31ae3"
   },
   "source": [
    "So the latitude values are primarily between 40.6 and 40.9. Now let us look at the longitude values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "_cell_guid": "2de476f5-efb6-077d-0c1b-35fce2ee3cd3"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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U1BHxReD366u3x4HvAXcCn4iI44GHqc5FXwQ8ETgXuIHqwrJb5rLNQdbu73+HZTYtSeq8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc8ded30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "llimit = np.percentile(train_df.longitude.values, 1)\n",
    "ulimit = np.percentile(train_df.longitude.values, 99)\n",
    "train_df['longitude'].ix[train_df['longitude']<llimit] = llimit\n",
    "train_df['longitude'].ix[train_df['longitude']>ulimit] = ulimit\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "sns.distplot(train_df.longitude.values, bins=50, kde=False)\n",
    "plt.xlabel('longitude', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b5984448-3eb3-8565-59a8-497834f95da0"
   },
   "source": [
    "The longitude values range between -73.8 and -74.02. So the data corresponds to the **New York City**.\n",
    "\n",
    "Now let us plot the same in a map. Thanks to this [kernel][1] by Dotman.\n",
    "\n",
    "\n",
    "  [1]: https://www.kaggle.com/dotman/d/fivethirtyeight/uber-pickups-in-new-york-city/data-exploration-and-visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "_cell_guid": "bbae0d63-d273-ccb6-734c-aa6f57b11065"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eiqpwokZ7YTIY4ARl0A3SmVAbvBU1+mburahaV8HbgALvGFIx78UdF2npuXfT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\nWLXTXXhdQjhZFd45VuH5FRcqPS3L5l1ykk4v665T/S2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lWjswCP+wkuXFZYdHrjSOiBr4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1caRjgXGHb6MOMJZ6OcNyHQlkEbe0SoCOzwlXOhuwRZ0txkR+kGN179zTIxJk/stKyF0Apl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\n4UrPSylqe09V8YwgargeO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9kPMQSTMTVl1eG0S8ZPzVYp58oHbHWmOqS13azlTGOrlLq3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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc24a5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.basemap import Basemap\n",
    "from matplotlib import cm\n",
    "\n",
    "west, south, east, north = -74.02, 40.64, -73.85, 40.86\n",
    "\n",
    "fig = plt.figure(figsize=(14,10))\n",
    "ax = fig.add_subplot(111)\n",
    "m = Basemap(projection='merc', llcrnrlat=south, urcrnrlat=north,\n",
    "            llcrnrlon=west, urcrnrlon=east, lat_ts=south, resolution='i')\n",
    "x, y = m(train_df['longitude'].values, train_df['latitude'].values)\n",
    "m.hexbin(x, y, gridsize=200,\n",
    "         bins='log', cmap=cm.YlOrRd_r);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "4147d2aa-b2e8-afc6-3ffe-d9b33a2af3b7"
   },
   "source": [
    "**Created:**\n",
    "\n",
    "Now let us look at the date column 'created' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "_cell_guid": "93a22bef-c98a-dbad-4fac-e6ff8c2dde96"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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9Of3K3pHkdvoIcHl1+xxgY2Y+Gngd8JfFqmoHsy/H7Msx+3LMvhyzL6cv2dsk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\nliRJkmr+P9Kswm8IPXd3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fbfd7ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[\"created\"] = pd.to_datetime(train_df[\"created\"])\n",
    "train_df[\"date_created\"] = train_df[\"created\"].dt.date\n",
    "cnt_srs = train_df['date_created'].value_counts()\n",
    "\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "ax.xaxis_date()\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "ef18c71a-a2c4-64db-e6b5-9477eb8df350"
   },
   "source": [
    "So we have data from April to June 2016 in our train set. Now let us look at the test set as well and see if they are also from the same date range. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "_cell_guid": "3abaebc2-0288-ea79-c204-82c28efe305d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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m/nbz9oaI+GqpomrC7MvZkpm/HxHHAh+MiIOBa4E7gK2tz9+ZON2ihjLz72l8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc295a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_df[\"created\"] = pd.to_datetime(test_df[\"created\"])\n",
    "test_df[\"date_created\"] = test_df[\"created\"].dt.date\n",
    "cnt_srs = test_df['date_created'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "ax = plt.subplot(111)\n",
    "ax.bar(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "ax.xaxis_date()\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "3116ccd0-f3da-5ddc-4baf-889a2bda5dbd"
   },
   "source": [
    "Looks very similar to the train set dates and so we are good to go.!\n",
    "\n",
    "We shall also look at the hour-wise listing trend (Just for fun)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "_cell_guid": "d5d82615-fa99-3168-d4a3-26cb2ecb9ace"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc271eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[\"hour_created\"] = train_df[\"created\"].dt.hour\n",
    "cnt_srs = train_df['hour_created'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8, color=color[3])\n",
    "plt.xticks(rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "44591964-a246-7fac-e0a4-6540a64de277"
   },
   "source": [
    "Looks like listings are created during the early hours of the day (1 to 7am). May be that is when the traffic is less and so the updates are happening.\n",
    "\n",
    "Now let us look at some of the categorical variables.\n",
    "\n",
    "**Display Address:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "_cell_guid": "72d1f400-0619-c8ac-8065-30de305ca16f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Display_address that appear less than 2 times: 63.22%\n",
      "Display_address that appear less than 10 times: 89.6%\n",
      "Display_address that appear less than 50 times: 97.73%\n",
      "Display_address that appear less than 100 times: 99.26%\n",
      "Display_address that appear less than 500 times: 100.0%\n"
     ]
    },
    {
     "data": {
      "image/png": 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MaD8/TknYnWHqyt+Mm9+Y5KVVdbckP5gxxK3h+5KcUVVLGUZqd2X4heNwn2Ol\nbXtnns9+hnWfzznP83dlGJ3+xgzf351yw0Gn1c7jau0r1jk+flpVPT7DNJObJZm9YHP5Z12tr8/T\nL4AFE6qBKf5zkvcn+ehM2/JwfIMgtw63XbaPzyT5UpI/6e6vmXYyTOdd1adyffBOVe0a9/+pJN90\nhPXN4xNJfnBmtPGruvvtSd5eVbfIMAXgzCSPWfayA0luPfN8aYX9XDO+98yq+pYk/z3DKHEyjMYf\nctt87S8dP5Lk4UnuN87VffKhGrr781X1pgzzkR+ZYZrGqqrqJhmC46O6+4KqummGecZrfY41P+OM\ndZ/POc/z72T45eQl4y9JVyzbfvskfzc+PnQe75jVz++KdVbV92SYunFid3+sqh6UYT7+ap91tb6+\n0jn7yCr7ARbE9A/giI3TDGZHRpPhYrcTquqoqrp9hnnOR+LUcR/HZJjL+mdJ3pbke8f5pqmqE6vq\nBXPs671J7lhV331o3xnmU39sjfd9JcOI4ZH6wyRPSZKq2lNVZ1XVd1bVg6vqnKo6apxC8qHccMTy\nkHdnmMt8KJB98/IXVNVvjeEsSf42w9SFQ/s6aWZu8CMznMNZxyT52MzFb49KcsuZ7a9J8tQkR3f3\n+9f4rLcY/7xvfP70JF8e9/e+odQ6ftz2+GWf8eFVtXuO/rKu87mO83xMkvePgfrx4+eYPQ+HpsF8\nW4aLA/9ibK+qutf4ePb8rljneJwrk/x9VR09nodbjL/kLXe4vj7bL+6RZMuWRwSuJ1QDU/16hn/K\nPuR1ST6fIeD9dq7/Z+/1uihDGH5fkrO6+5IxxD85yR9U1aUZLrL73bV2NAaqRyU5e/zn9KcmObW7\nV1wrecabkjylqn5vjdet5llJbl1VnWHu9e4k/yvJOzLMJ/+bqro4w4jxz63w/p9K8gNV9bdJ9if5\n4xVe85IkvzR+rksyBK4/Hbf9cZJzqurjSb4xya8se+95SW5XVZeNj89IclxV/fq4/W1JbpX5zvFn\nM1yo94Gq+kCG7/8NGeZIfyHDCiN/UsP62j3z1pdmmMrwkQxzjw+3bOF6z+e85/lZGfrU/8oQpn8r\nw9SXe4zbr6yqD477e9p4IWcyTHs6vao+mmHE/6fXqPOtGUag/zbJH2VYQedzuf66gtnzebi+/twk\n3zQe90XjeQO22K6DB9f6fwoAO00tW9pwwn4uzrBE4CUbUtgOU8OSesfNXMx5qP3HMi6xuCWFAduO\nkWoAVlQloLGzAAAAV0lEQVRVpyb55I01UAOshwsVAfgaVfXHGS7Ee+RM2+MyXJy6kld293MXURvA\ndmT6BwAATGT6BwAATCRUAwDAREI1AABMJFQDAMBEQjUAAEwkVAMAwET/P2bMVejfpRiRAAAAAElF\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc21fa58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnt_srs = train_df.groupby('display_address')['display_address'].count()\n",
    "\n",
    "for i in [2, 10, 50, 100, 500]:\n",
    "    print('Display_address that appear less than {} times: {}%'.format(i, round((cnt_srs < i).mean() * 100, 2)))\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.hist(cnt_srs.values, bins=100, log=True, alpha=0.9)\n",
    "plt.xlabel('Number of times display_address appeared', fontsize=12)\n",
    "plt.ylabel('log(Count)', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "13ada76a-be20-161f-e5a1-94401d8b0850"
   },
   "source": [
    "Most of the display addresses occur less than 100 times in the given dataset. None of the display address occur more than 500 times.\n",
    "\n",
    "**Number of Photos:**\n",
    "\n",
    "This competition also has a huge database of photos of the listings. To start with, let us look at the number of photos given for listings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "_cell_guid": "1b66e757-6e36-8b95-f7a9-53723bd16983"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JHaCmOo1bWlOdYktqqtN7R1E9dYotPUZ1GbeoprrEFtVFt1gK6qJLbFFddIot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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fcad8ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[\"num_photos\"] = train_df[\"photos\"].apply(len)\n",
    "cnt_srs = train_df['num_photos'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "plt.xlabel('Number of Photos', fontsize=12)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "_cell_guid": "c10f5b0a-376f-b185-a347-c7f707314770"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FLdxH816bnZcZeSHEDFA8K3n9zHM+Wbw4ZvozfzcQCBIKhfB4PIXZZg1dd4+2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\nx8fPO/gFNxhlL3uo2trHczw8v0LJr4AX5uj7QXq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0TX78x3+SJ554km984484ceI4mb+4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9AAAT\nY0lEQVS2qWg0xoc+9BQf+tBTZDIZ3njjKEePvsLYlcuMORXims6+MNWl0zAkH12IDVBtwFJWSzW/\nq6UIC75PXnksej4Z37upuU4sFufAyC527doTLru3ff1nIbY7SWUJSSrLyuSyVGOt1/FVSjExcYGj\nR1/hjTdeJR92f2vVDfaEQXqrlF8U4q4opSiH3SwLftBEpxh2rqxfHG6+bTWt3+PxeN2kzB217ba2\n9k1VgnArkXNaY8nxXZnkmK+CBOYrkz+yxtqI4+s4DidPvsOxY69x4sTbtcZGXYbJnkiEYUuCdCEg\naLCTr28jHq4XvaDGd/EuW8XHYvFam/elBiwJmpubaW1tqy27dg3w/7d358FR3vcdx9+7++wq4hCs\nboEECJB/BgQxYGRwsQ2O7aROHKeN3TiNcx+d2uk0k86kVw6n9UzbdFLncKZJ2knSuknTcY42mWbq\njJOmuQ+uAAK+QUIXOjiMQICF9nr6x/Mg1sQcJsLPavm8ZjS7++yzz/PVjhCf/en7/H6FQorKykr9\nRWuK6f+0q0vv78Wpx1xEfk0ymWTt2nWsXbuO8fFxduzYyk9/+iM6O3dxZPxZfjL+LFXxOAvChYzm\neUmSCgdSxib8AifyeY7n84wWgtvjhTwn8nnyz7N/PB6nuqaGxnBBnaqqqsnb2bPnhOG7cnJJ+crK\nGVRUVFz2KLfCjci1R8FcRKisrGTDho1s2LCRkyfH2L59K7t27aCzcze7z4yze+IMCWLM8zyavCQN\nnke955GK6c/oMn34vs+ZcHGdE2HgPndbeN4FdipSFTQ3t9DQ0ER9fQO1tXXhcuL1pNPVJPRXJRGZ\nQgrmIvIcs2dXceutm7n11s3kcjm6u/eza9cv2bVrBwMD/cGKo6HqRIKGhEeDl6Q+4TE3kSChUXWJ\nSN73ebZQ4GShwKlwKfmTYevJqUKBk36B3PO0b8bjcWrr6lja0EhDQyONjfNoappHY2MTc+em1UYi\nIi8aBXMRuSDP83BuGc4t4777HuDEieN0d++nu7uLAwe66Onp5lhmgr3hfOlxgrBem/CoS3jUeB61\nCU8tMDJlzk4beDwc7T4etp6cDC+8vNDFQjNmzGRebS01NcFXXV09DWEQr6mp05SCIlIS9JtIRC7b\nnDlzWbNmHWvWrAMgn88zODhAd3cXfX099Pf3cfBgP0czE+wjCOsxzo6sn2uBScc1PaNcWt73OZrP\ncSgXfB3J5xgr5H8tfMfjcdLpaubX1FJdXUN1dQ01NTWk0zXUhmH8WlvZUkSmJwVzEbliiUSCBQsW\nsWDBosltuVyOkZEh+vv76Ovrpaenm76+Hp7JnGFPJtgnFYvRkPBoSaZoSSYV1AWArO8zmM0ymMtM\nBvHiru+ZM2fSNr+FxsamyZaTxsYm6urqNeItImVBv8lEZEp5nkdz8wKamxdw8823AEFYHxwc4MCB\nrsk2mIGR4aBffRxmxuO0eElakimavSQv0dzM1wTf9xkt5OnPZhjIZhnKZSeDeDwep2VhK0uWLGXJ\nkjYWL15KfX2DPsCJSFlTMBeRq87zPBYubGXhwlY2b74TgNHRUTo7d7J79072dO5i3+lT7MtMEAPm\ne0mWpCpYlEwxQyG9rOR9n8Fclt5shr5shlOFc2PiCxYsYuXKVaxYsYrW1iVUVFREWKmIyItPwVxE\nIpFOp9m48TY2bryNQqFAX18Pu3fvZMeOrfT0HOBgLsv3gSYvyZJkitZUBTMV0qelM4UCfdkMvdkM\nA7ks2XBmlBkzZtDRvoqVK29gxYqVzJ2bjrhSEZFoKZiLSOTi8TitrUtobV3CPff8DkePHmHbtl+w\nZcvP6Oraz1Auyw/GT9PoeSxJVrA4lWJWXPNHl6qC73M4n+NgNstANsOhfG7ygs36+gZWr76RG25Y\nw9Kl12kecBGRIgrmIlJyamvruOuuu7nrrrsZHT3G1q1BSN+/3xjJneZH46dpSHgsSVWwOJlitsJd\npHzfZ6xQYDAXBPHBXJaJcFQ8FouxZGkbN9ywlhtuWEtT0zz1iYuIXICCuYiUtHS6mjvueDl33PFy\njh8fZdu2LWzZ8jPM9nJo/DQ/Hj9NOp6gJZmkOZlinpfUvOlX2ZlCgUP5HIdzWQ7nchzO5zhTtHBP\nTU0t69uDXvFly5Yzc+asCKsVEZk+FMxFZNqYOzfN7bffye2338nY2Am2bdvCtm1bMNvDzokz7Jw4\nQxxo9JK0eEkavSQ1XoKKmHrTr0QhXMznmXyeY/nc5O1Y4blL19fW1rFq8RLa2hzt7auor2/UqLiI\nyBVQMBeRaamqag6bNr2MTZteRjabYf/+X9HZuYvOzl309/cylMtO7jsnnqA2kaDWC1YkrU4kmBGL\nKzwWyfk+z+SDucOPhnOIj+YLnL+cz6yZs1ixqJXFi5eyevVKqqubqKqaE1HVIiLlRcFcRKa9ZDLF\n8uXtLF/ezv33v56xsTH27dtDb+8BhocH6Orqovv0abqzmXOvicWYE48zN55gTiLB3HiCdMIjnUjg\nXQOB/dlCgYNhP3gQwvPPWczH8zyaFy4M56Rvmbytqpoz+YGmrm42R46cjOYbEBEpQwrmIlJ2qqqq\n6OhYT0fHeurqZnP48BjPPHOU/v5e+vp6GR4eZGRkhEOHhjmazcC5wXViQFU8QXUi+KpJeNQmPKri\n03uEPef7jOSyDGSzHMxlOJrPTz6XTCZpXdQ6Odf8okWLaWqap9U0RUReZPqtKyJlLxaLUVtbR21t\nHWvWrJvcXigUGB09xsjIMCMjQwwNDTE4OMDBgX56xp+lpyiwz4zHaUokmZf0mOclmRtPlHxQz/k+\nfdkMXZkJ+nNZcuEFmp7nsWzZCtrbV7F8+Uqam1s0baGISAlQMBeRa1Y8HqemppaamlpWrFg5ud33\nfY4fHw1C+sEBenoOsG/fHrpOjtGVnQCgMhZnvuexMJVioZeiokQWP8r7PgPZLF3ZCXqzmcnFfBob\nm1i1ajXt7Stpa7teq2qKiJQgBXMRkfPEYjHS6WrS6Wra218KBGF9ZGSIffv2YhZ8dZ04Tlc2Q5xg\nhdLWZIpFqRSzX+TFjwq+z1Auy/7MBD3ZzOQc4rW1ddx00wY6Om6mubml5Ef4RUSudQrmIiKXIRaL\n0dQ0n6am+WzefAe+7zM4eJDt27eyffsWensPMJjL8sPx09QmEixMpliQTFGf8IhfhUDs+z7DuRzd\n2Qm6MxnG/eDSzblz53JbxwY6OjbQ2rpEYVxEZBpRMBcRuQKxWCycraSFe+55DaOjx9ixYyvbt29l\n795Ojp4ZZ+uZcSpiMRYkUyzwkrQkU1T+Bi0vJwt5hnNZRnI5erMZTofzic+aNYvN69bT0bGBtjZH\nvETaakRE5IVRMBcRmQLpdDWbN9/J5s13Mj4+zr59nezcuYOdO3ewf/QY+zNBb/rseJx00dSM6USC\ndDxBPBYj5/vBFz45H7K+z7F8juFcluF8bjKIA1RWVrJx7U10dKxn2bIVunhTRKQMKJiLiEyxyspK\nVq++kdWrbwxbXgbYuXMHnZ27GBwcoH9sjP6iBZAux+zZs1nTdj1tbdexdKlj4cJFms5QRKTM6Le6\niMhVFLS8LKC5eQF33/1qAE6dOsXw8CDDw0MMDR1kZGQY3/dJpSpIpVJUVFRM3q+rq+e665yWuRcR\nuQYomIuIvMhmzZpFW5ujrc1FXYqIiJQQXSEkIiIiIlICFMxFREREREqAgrmIiIiISAlQMBcRERER\nKQEK5iIiIiIiJUDBXERERESkBCiYi4iIiIiUAAVzEREREZESoGAuIiIiIlICFMxFREREREqAgrmI\niIiISAlQMBcRERERKQEx3/ejrkFERERE5JqnEXMRERERkRKgYC4iIiIiUgIUzEVERERESoCCuYiI\niIhICVAwFxEREREpAQrmIiIiIiIlwIu6ACl9zrnHgPWAD/yxmf0i4pLKhnPuI8AtBP8W/8bMvhZx\nSWXFOVcJ7Ab+2sy+EHE5ZcU59wbgfUAO+KCZ/XfEJZUF59ws4F+BNFABfNjMnoq2qunPOdcO/Bfw\nmJk97pxrAZ4AEsAw8EYzm4iyxunsAu/v54EkkAUeNLORKGucLjRiLhflnLsNaDOzDcDbgU9EXFLZ\ncM5tBtrD9/YVwMciLqkcvR84FnUR5cY5VwN8CNgIvAq4N9qKyspbADOzzcB9wMejLWf6c87NBD4J\nfKdo818BnzKzW4Au4G1R1FYOLvD+Pgp81sxuA74OvDeK2qYjBXO5lJcB/wlgZnuBtHOuKtqSysb3\ngfvD+8eBmc65RIT1lBXn3PXAckAjuVPvDuBpMztpZsNm9q6oCyojR4Ga8H46fCy/mQngbmCoaNsm\n4Bvh/W8S/EzLlXm+9/ch4Kvh/SOc+5mWS1Ari1xKI7C16PGRcNtYNOWUDzPLA6fDh28HvhVuk6nx\nUeDdwJujLqQMLQJmOOe+QRAeHzGz71z8JXI5zOzLzrm3OOe6CN7bV0Zd03RnZjkg55wr3jyzqHXl\nMND0ohdWJp7v/TWz0wDhYNPDBH+hkMugEXN5oWJRF1BunHP3EgTzd0ddS7lwzr0J+ImZ9URdS5mK\nEYyA/S5B68XnnXP63TAFnHMPAv1mthS4HXg84pKuBfrZvQrCUP4E8F19cL98CuZyKUMEI+RnzSO4\nUEamgHPu5cBfAr9tZieirqeMvBK41zn3U+AdwAecc/pT9dQ5BPzYzHJm1g2cBOoirqlc/BbwFICZ\n/RKYpxa3q+JUeHE4wHye24YhU+PzwH4z+3DUhUwnCuZyKd8muAAJ59waYMjMTkZbUnlwzs0B/h54\nlZnpAsUpZGavM7N1ZrYe+GeCWVmejrquMvJt4HbnXDy8EHQW6oWeKl3ATQDOuYXAKbW4XRVPA68N\n778W+J8Iayk74axNGTP7UNS1TDcx3/ejrkFKnHPub4FbgQLwcDiKI78h59y7gEeAXxVtfpOZ9UdT\nUXlyzj0C9Gq6xKnlnPsDghYsgEfN7BsX218uTzhd4ueABoLrwD5gZt+NtqrpzTm3luCak0UEU/cN\nAm8AvgC8BOgD3mpm2YhKnNYu8P7WA2c4dz3aHjN7KJICpxkFcxERERGREqBWFhERERGREqBgLiIi\nIiJSAhTMRURERERKgIK5iIiIiEgJUDAXERERESkBXtQFiIhcy5xzPvA5M3t70bZNBMvcb5qic/QC\nD5rZD6fieJc41xzg/4CZwHoze6bouUeA9wAj4aY48B3gT8zsWefcF4AuM3v0BZ7znWb2T1NQvohI\npDRiLiISvducc6ujLmKKrAJqzKytOJQX+YqZXW9m1wPtQBPwwSs9mXOuEXjflb5eRKSUaMRcRCR6\nfw58DLjt/CfCUeZmM3vH+Y+dc98jWLHwXmApwYJVaeBBggXBXmlmPeGhbnfOfRKoBf7FzN4fHu9e\n4FGCEe4u4PfN7Gh4nvnAS4EvmdnHzqtrE/APwAzgBPAwcBj4ItDgnNsHbDSzC64IamYZ59xnw/P/\nWbi52jn3LYLQvhe4z8xOOudWAf8I1BAsXPKnZvYU8GOgOTzfKuD659svXLjnifD5CoKR+oe0qIyI\nlBKNmIuIRMzMngRizrn7ruDltwK3AG8FPgIcDEej9wBvK9pvLXBjePuQc+6lzrnFBGH19Wa2GPhf\n4NNFr7kbuPt5Qvks4Engj8JzfQT4EnAQeBPQH46KXzCUF0kCE0WP7yL4YLGYYPXA1zjn4sCXgcfD\n870D+Hfn3Ozwe+wPt+cust+bgeNmtgy4Ltx3xWXUJyLyolEwFxEpDe8B/s4595IX+LpvmlkO2EUw\nev2VcPsuYF7Rfl80s7yZHSboAd8AvAL4npntDvf5NPBq51wifPyzC4Trmwg+APwIwMy+SjASv+iF\nFB4G5oeBrxVt/paZHQu/p91AM9AKNBKEbsxsC8Ey6uvOO+TF9jsMbHDO3QUkzOwPzWzHC6lXRORq\nUyuLiEgJMLNtzrnvA+8laM+4XCfD23x4nFNFjxNF+x0pun+CoOUlBtwatoEUP1cT3j92gXPWAaPn\nbTtOMMJ9Kfc55zaG9zPA14HHip4fK7p/9nuoIxjt9oueGw3PN1K07YL7mdmXnXPVwF8D1zvn/g14\nr5kVj9aLiERKwVxEpHT8BbAV6Cnadn7ATl/hsavPO8YxghaSp83s11ponHMXO9YhzoV3nHOx8PiH\ngIWXqOMrZ/vlX4BDBL3nsaLQXRNuv+z9zOwzwGecc/OBrxK03Wg2FxEpGWplEREpEWY2DHyK4CLO\ns4aBdudc3DlXS9D3fSUeCI9RT9CT/gPgKeCWsNcc51yHc+7jl3GsnwONzrkNZ49N0F/ee4W1XUpv\nePzXATjnbiZoWfk5kAVmOee8i+3nnPuAc+5tAGY2SPDhx0dEpIQomIuIlJaPEswactaTwGmgm+BC\nzSev8Li/IAiyW4DHzGxP+EHgncDXnXN7gceB/7jUgczsNPB7wONhG8xDwAPntZBMmfC4DwDvDuv8\nBHB/WMdOgtH/EaDlIvs9AbzROWdhzZlwm4hIyYj5vgYMRERERESiphFzEREREZESoGAuIiIiIlIC\nFMxFREREREqAgrmIiIiISAlQMBcRERERKQEK5iIiIiIiJUDBXERERESkBCiYi4iIiIiUAAVzERER\nEZES8P/dAzgxY9MC8QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc225438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df['num_photos'].ix[train_df['num_photos']>12] = 12\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.violinplot(x=\"num_photos\", y=\"interest_level\", data=train_df, order =['low','medium','high'])\n",
    "plt.xlabel('Number of Photos', fontsize=12)\n",
    "plt.ylabel('Interest Level', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "ce709d7f-ca9b-5136-0ba8-f10f3efb3bfb"
   },
   "source": [
    "Let us now look at the number of features variable and see its distribution.\n",
    "\n",
    "**Number of features:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "_cell_guid": "342d00a1-f508-7a76-e8d5-6b396748b9fc"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zfxkRMyLiLzPzf9ZwXpKktdiHf3xDq/U/uMNTC2UiaX00DEX2bODHHcsL6jaL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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc92f940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[\"num_features\"] = train_df[\"features\"].apply(len)\n",
    "cnt_srs = train_df['num_features'].value_counts()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(cnt_srs.index, cnt_srs.values, alpha=0.8)\n",
    "plt.ylabel('Number of Occurrences', fontsize=12)\n",
    "plt.xlabel('Number of features', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "_cell_guid": "d11f012a-ed59-e2db-9d37-402fa8ffceeb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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qwC8tMVgT1WrRjIJkhERGCI6CxByDNYVG/fILMx/I7Ukzj3q9hn6/H8jtEaVB\nt9vF6uqyv3BRhrtwUTkM1guR3B9RnFUqFUgA+ZAXDgNAQUgG65hjsKbQqO7yVU9dVISZh+d5aDQ4\nDkKkrK2tot/vw5yLZgwEAITlL2BcWlrkAkYae7VqBQUZ7uEwSkFK7O/vodPphH5fdDkM1hSaSqUM\nYeYgAlrQoQ6a4bHmRIdU1ziq+WrFmPMXMG5vb0V6v0Rx4rou6o06CiEvXFQOFzCyax1XDNYUilZr\nH6VSETIzE9htyuw0AGB9fS2w2yRKusXFQbCOsGN99P4WFx9Her9EcVKv1+G6bujz1Qr3so4/BmsK\nxerqCgBA5mYDu00jOweAJ74RHbWw8MjfW3o63BMXT2KwJgKqVf8UxKiCNfeyjj8GawrF6qoffo3c\nXGC3KbMzAMTwtonGXavVwubmOozZ8E9cPMmcyQBSYGGBwZrG1+Fx5uFutacUhDG4XwbruGKwplCo\nrrLMBtexFtKAzE5jZZUnvhEB/ny153mRj4EAgDAkjOkMVlaX0e12I79/ojgYHg7DjjUNMFhTKJaW\nFgEhh3PRQZG5ORx0Otje3gz0domSSI1hmPPRB2t1v/1ej+NZNLaiOs5c4SEx8cdgTYFrt9tYW1uB\nkZsPbEcQxchdAwA8evQw0NslSiI1hmHOBbOl5UVZnLOmMRf1jHVOCBjgITFxxmBNgVtcfAzP8yDz\n1wO/bWPCv83HjxmsiRYWHkHmDMh8NPOdJ6lO+cLCIy33T6Sb6hxPRLTdnhACBSlQqZQjuT+6OAZr\nCpzqJhshBGuZnYGQJjvWNPYqlTJqtSqMuWzkCxcVOWlBWJLBmsZWpVJGQUgYEf4OTkoDjUadaxti\nisGaAqe6ycbEtcBvWwgJmZvH5uY69vf3A799oqRQYyCWpvlqwO+emXNZ7OxsY3e3qa0OIh1c10W1\nWols4aLCBYzxxmBNgVtZWYIw85BmPpTbl7l5eJ6HtbWVUG6fKAlUl1jXfLWidiThtns0bhqNOvr9\nPoM1HcNgTYHa399DrVYd7DkdDmNw2zyBkcaZWjBoaNhq7yg1Z80FjDRuymV/zllXsOacdTwxWFOg\nVNgNM1jLYbBeDe0+iOLMdV0sLi3AmLIgLb1/xnkCI42rSqUEAChEdDiMog6jKZdLkd4vjYbBmgKl\ngrURarCePnZfRONmc3MDB52OloNhTpI5E3LCHO4GRDQuVMd6ih1rOoLBmgK1sbEOINyOtZAmhDWJ\njQ0GaxpYZrmKAAAgAElEQVRPw/nqeb3z1Yo5l0Wz2WQHjcaKerxPRdyxVkG+VOLvWxwxWFOg1Cto\nYRVCvR9pFdBsNtHtHoR6P0RxNDxxMQYda4ALGGk8HQbraKNURkhkhUC5XIz0fmk0DNYUqFqtCggJ\nYYT7hC+s/OD+aqHeD1EcLS4uAFLAmMnoLgXAYbBeWmKwpvFRqZRgCoGshn3kp6REpVzm+FUMMVhT\noKrVCoSZC/3ACrWVH7cbonHT7XaxtrYCYyYDIfUcDHOSOasWMC5oroQoOqViEVNCajmgaVIa6Bx0\nuH98DDFYU2Bc10W9XoMwJ0K/L2GyY03jaXV1Gf1+PzZjIAAgLAljysLS0gJc19VdDlHo9vf3sN/a\nj3wMRJnmnHVsMVhTYOr1OlzXDe1gmKNUeOeqaBo3qiscp2AN+PV0Oh1sbm7oLoUodKWSP988ZUS7\ncFFRCyZLpR0t90+nY7CmwKhfcJmZDP2+ZKZw7D6JxsXSUjyDtcH9rGmMqGA9raljfbgzCBcwxg2D\nNQWmWPRDbtg7ggD+riBH75NoXCwsPIIw/dGLODk8KIZz1pR+w451xFvtKdPDjjWDddyYUdyJbdvv\nBfBJAB9xHOejtm1/FYB/A8AC0AXwNx3H2Tpy/Q8C+DiAO4OLbjmO82NR1EqXp0KujCBYCyMDYWQY\nrGmstFr72NrahHEtq2XB1FnMmSwgBXcGobFQLKqOtaZREEMO6uBzYNyEHqxt2y4A+EUAnzly8f8O\n4Jccx/kd27Z/BMD/CuDvnfjSzzqO86Gw66PgDIN1BKMgACCsSZRKRX+uW9PbcURRWlpahOd5sRsD\nAQBhCBjTGaysLKPb7cKy4tVRJwqSGkPUNQqSERI5IYcBn+IjikdEB8B3Aji6ouWHAXxi8O8igGsR\n1EEhW1paGJyKGH7HGvBPd+z1ejzanMZGXOerFXMui36/j7W1Fd2lEIWqWNxBVghkNTZ1pqVEedBc\novgI/RHhOE7PcZzWicv2HMfp27ZtAPgRAB97wpd+rW3bn7Jt+09t2/6OsOukq2k0GtjYWIfMX4MQ\n0fyhMSduAAAePLgXyf0R6XZ4lHlMg/W8OoHxkeZKiMLjeR6KxR1tW+0p01Ki1+/5B7NRbEQyY/0k\ng1D96wBecRznMyc+/RDAzwD4HQDvAPDHtm2/03GcU8+vnpubgGnqmXUi4OHDWwAAY+KpyO7TGATr\npaVHuHGDU0OUfotLC5BZAzKv7U/3mVQnfX19GTduTGmuhigclUoF3W4X05bek0+nDAPoAgcHTdy4\n8ZLWWuiQzr/O/wbAQ8dxfubkJxzHWQfw24MPH9u2vQXgOQCLp91YtbofSpE0mtde+wqAw7AbBWFN\nQph53Lx5Czs7jdgt5iIKUrVaQaVchvXsRGwf68aUBWFJ3Lt3H8UiT4SjdHrwwF+gq2vhoqLu/+HD\nJTzzzEtaaxlHpzUPtLyPYdv29wM4cBznH572edu2/+7g388AeBrAeoQl0gXdv38XEBJGLrpxeSEE\njIkbaDb9MRSiNBuOgcR0vhrwfyfNuSy2t7ewu7uruxyiUKiF+jOaDodRZiR3BomjKHYFeT+Anwfw\nEoCubdsfAvAUgLZt238yuNpdx3F+2Lbt3wLwYQCfAvAx27a/G0AGwA+dNQZCepVKRaytrcAoPAsR\n8St4c/JZ9BoreOONL+O5556P9L6JorSw4HfJrPmc5krOZs5l0d1pYXHxMb7u696nuxyiwO3sbAPQ\ntyOIMj0I9qoeiofQg7XjOF8G8MERr/t9Rz78rlAKosC9/vqXAADmVPTB1px8GwCB11//Ev7KX/nu\nyO+fKCqqY23EuGMNHF/AyGBNaaQ6xLpHQQpCQgIoFhms44Sb/9KVfeUrKli/LfL7FkYWxsQNLC4+\nRrVaifz+iaLQ7/exuLQAY9qCtOL9Z9scdNS5MwilVbG4DQlgUnPHWgqBKWmguMNRkDiJ919oir1m\ns4EHD+5D5q9DmnktNahO+RtvfFnL/ROFbX19DQedDsy5eI+BAPB3LSmYWFh4BM/zdJdDFLidnW1M\nSQkZg0XEM1Jid28X+/vcwCEuGKzpSu7cue2fBDf5nLYazCn/vm/efENbDURhivv+1SeZc1ns7e1h\nZ2dLdylEgWq1Wmg2m9rHQBQ1Z81xkPhgsKYrUYezmIXo9q8+SVoFCKuABw8cnkBFqXQYrOPfsQYO\n63z8mOMglC4qwE5r3hFEUQGfCxjjg8GaruTBg/sQ0oTMzWmtw5i4gVZrn8ebUyotLDyCMAWMaUt3\nKSPhCYyUVjuDeeaZmHSs1ZZ7O5yzjg0Ga7o0HceYn8YcnPjI480pbVqtfWxubsCYzcb2YJiTzJks\nIMVwi0CitBh2rDUvXFQ4ChI/8XhkUCI9fOgAiPYY89OoEx8d577mSoiCtbi44K9jSMh8NQAIQ8Cc\nyWB1dRndLo8goPQYbrXHURA6BYM1XdrW1iYAwMjOaq5kcLy5NIc1EaXF4YmLyZivVsz5LPr9PpaX\nl3SXQhSYuOxhrZhCoCAlT1+MEQZrurR6vQYAEJq22TtKCAGY+WFNRGlxeOJicjrWwOHR6xwHoTTZ\n2dlGXkhYMRrLmpYSlUoZvV5PdykEBmu6gjgFawCQZg67u030+33dpRAFwvM8LCw8gsybkPnQD8oN\nFA+KobTp9/sol0vDBYNxMS0NeJ6HcrmouxQCgzVdwWGwjkcnTZh5eJ6HRqOuuxSiQJTLJTQa9WH3\nN0lkwYTIGAzWlBrlcgmu68Zmvlo5nLPmOEgcMFjTpdXrNQgjp31HEEWYfoeM4yCUFmqMIkkLFxUh\nBMy5DEqlIhqNhu5yiK5MzTFPxa5j7dfDOet4iNejgxKl1WoBRnz21RXSr6XVammuhCgYSTtx8SSO\ng1CalEr+qEVcFi4qqoNeKjFYxwGDNV1au92GkPGZ+1TButNpa66EKBgLC48AAZizCQ3WczwohtJD\nBde4Bespqfay5ox1HDBY06W4rouDg06sgjUGtbTbHc2FEF1dr9fD0tICjOkMhJnMP9Wq0/748UPN\nlRBdnQqu00a8fh8nhIABwY51TMTr0UGJcXAwOPRBxCdYq5DPjjWlwcrKEnq9Hsxrydq/+iiZMWBM\nWVhYeATXdXWXQ3QlxeIOJICJmKwrUoQQmJYSRS5ejIV4PTooMXZ3mwAAYWQ0V3JIjYKo2oiS7NEj\nv8ubtP2rTzLnc+h0OlhbW9VdCtGVlEpFTEkJGaM9rJUpKbHf2sf+/p7uUsYegzVdijrhUGYmNVdy\nSGSmAICnL1IqqPGJJHesAcC8xnEQSr5Op4NmszGcZ46bqeECxpLmSojBmi7lMFhPa67kkMxMAkIw\nWFPieZ6Hh48cyKwBORGfcavLUDuDPHr0QHMlRJdXqfiBNW5b7SmqrnKZwVq3eD5CKPa2tjYAADIb\nn2AthISwJrG5uQHP83SXQ3RppVIRtWoV5rUcRAzfdr4IY8qCyBh48OC+7lKILk11gmPbsZaqY82d\nQXRjsKZL2dwcBOvB+EVcyMwU9vf30GzyQApKLhVCzevJHgMBBgfFXMuiXC6xm0aJpR677FjTeeL5\nCKFY63a7WFh4DJmZitd2ewCM3BwA4OFDR3MlRJengrWVgmANHH4f7FpTUpXLfid4MuYda1Un6cNg\nTRf28KGDTqcNY/JZ3aW8hTn5NgDAzZtvaK6E6PIePLgPYUkYM/HZdecqrOt5AAzWlFzlchlAfDvW\neSEgAVQqZd2ljL14PkIo1lRoNQtv01zJW8ncHISRxc2bb3DOmhKpWq1ie3sL5nw28fPVijHjH3Jz\n//5d3aUQXUqlUoYAMBHTYC2EwKSUqJQZrHWL5yOEYu3mzTcgpAlj4obuUt5CCAmj8Azq9RpWV5d1\nl0N0Yffv3wEAWDfymisJjpD+nPX29haq1arucogurFIpY0JKGDF+sTspDdQbdXS7Xd2ljDUGa7qQ\nYnEHW1sbkBNPQcR01kyNg7z5JsdBKHlUVzdNwRo4/H7UCweipHBdF5VKGZMxO3HxpMlBN71arWiu\nZLzF+1FCsTMcA5mM3xiIYhaeASBw6xaDNSXPvXt3/Pnq2XTMVysqWN+7x3EQSpZ6vQ7XdYfBNa5U\nfZyz1ivejxKKnZs3vwIAMGO4cFERZhYyfw2PHz/k8eaUKKVSEaVSEeb15O9ffZIxm4GwJDvWlDjV\nqh9UkxKs2bHWK96PEoqVTqeD+/fvQmZnIK2C7nLOZE4+C8/zcPv2Ld2lEI3s3r30zVcrQghYN3Io\nlYrY2dnWXQ7RyFRQLcR0/FEpCL8+Bmu9GKxpZI5zF91uN9ZjIIqqkeMglCR3794GAFhPpS9YA0fH\nQdi1puSoVPygyo41jSLejxKKFbWoyig8o7mS88nsLISZ4xM4JYbrurh79xZkzoAxZekuJxTqBYN6\nAUGUBLWav5NNIebBujCcsWaw1inejxKKldXVFQCHpxvGmRACMjuHWq2Kvb1d3eUQnWt9fQ3NZhPW\nU/nUzVcrctKCzJu4e/c2XNfVXQ7RSNSMddyDdU4IGGDHWrd4P0ooVtbWViHMCQgjGbsVyOwMAL9u\nori7e9dfD5DWMRBgMGf9VA57e7vcZ54SQ+29PhHz7faEEJiQcthhJz3i/Sih2NjdbaJerw3DahIY\nOQZrSo47dwbBOoULF4+ynpoAcPj9EsVdtVpBXsT7cBilICXq9Rr6/b7uUsYWgzWNZH19DQBg5GY1\nVzI6mfVrXV9nsKZ463YP4Dj3YEz7oxJppl44MFhTEnieh2q1goKMf6gGgEkh4XkeGo267lLGFoM1\njWRraxMAIDNTmisZnapV1U4UVw8fPkC32x12c9NM5gwYMxk8eOig0+noLofoTK3WPrrdbuznqxVV\nJ8dB9EnGI4W0K5V2AAAiM6m5ktEJaUKYeZRKRd2lEJ1pOAaS4vnqo6yn8+j3enjw4L7uUojOpOar\n1R7RcTfBLfe0Y7CmkRSLfjiN+8EwJwmrgEqlzHkzirXbt28CUsC6ntNdSiQyg8787ds3NVdCdLbD\nw2GSEZfUITbqBQFFLxmPFNKuVCoCQkKYyeqoSasA13X56p1iq16vY3V1Gda1HIQ5Hn+SzWtZCEPg\nzh0Ga4q3pOxhrRQER0F0S8YjhbTyPA87O9v+Vnsx327oJNVh397e0lwJ0ZOpcGk9nawXrVchDAnz\neg4bG+uoVMq6yyE61XAUJCnBmjPW2iXjkUJabW1tYHe3CSM/r7uUC5ODmh8+dDRXQvRkt2+/CQCw\nnk7/wsWj1PfLcRCKs1otaaMgnLHWLRmPFNLq7l3/WHBj4mnNlVycOfEUAMEjlCmWXNfF7duDY8yn\n03mM+Wkygw69emFBFEeHixeTEZdMIZAVgsFao3M3TLVtexLABxzH+bRt29MAfhKAB+CfOI5TC7tA\n0u/ePT9Ym4XkBWthZCBzc1hYeIx2u41cbjwWh1EyrKwsYXe3iewLk6k9xvw0ctKCnDBx584t9Pt9\nGEYydl2g8VKtlodhNSkmpWSw1miUl2C/CuBbB//+ZwDeC8AaXE4p57ou7t27A2EVIBO01d5RZuFp\nuG4fDx7c010K0THDbfaeGa8xEGBwvPnTebRaLSwtLeguh+iJKpUyCkIm6oXvpJRot9vY39/XXcpY\nGiVYf73jOP/Qtu0JAP8NgA87jvPTAN4VbmkUB3fv3kartZ/IbrViFJ4BALz22p9rroTouHE5xvw0\nPN6c4qzbPUCz2cRkQuarFbXnNrvWeozyaHEH//3LAL50ZPwj3efuEgDg5Zf/EABgzb5TcyWXZ0w8\nBZmZwhe+8CrqdU4vUTy02208fOjAmM1CZsdzDMK6kQMEFzBSPCVtRxBFvRDgjjt6jPJo+Zxt258G\n8NHB/2Db9v8G4G6YhZF+6+truH37TRgTNxK5I4gihIA1/270+z288sqndZdDBABwnHvo9/vDRXzj\nSGYMmHNZLCw84tvWFDsqmCauY81grdUoj5b/BcBHAPy3juP8u8FlawD+x9Cqolj49KcH3ep5W3Ml\nV2fNvB3CyOCVVz6Ng4MD3eUQjd0x5qexnsrDdV3cv39HdylEx5TLJQDAlEzWO0pTg2BdKhU1VzKe\nzg3WjuP0AfwZANu27R8dXPxpx3G4+3iKNRp1vPrq5yAzkzAn36a7nCsT0oQ1+07s7e3i1Vc/p7sc\nIjjOPQhDwJwf751q1Hz5gwf3NVdCdNxhsE5Wx1q9EFD1U7TOfbTYtv1fA3gI4K8B+HuDi3/Wtu2/\nH2ZhpNcrr3wavV4P1pyduNMWT2PNvQsQEi+//AdwXff8LyAKyd7eLtbWVmDM+Ud7jzNzPgtIAcfh\nrj0UL6rjm7SOdUFKCDBY6zJKYvoFAN/sOM73ANgbXPZjAP5maFWRVgcHB3jllU9DGBlYs2/XXU5g\npJWHOf0itrY2cfPmG7rLoTH28KEDz/NgXR/vbjUwON58LouVlWXOWVOsqGCatBlrQwgUpOQoiCaj\nPFqE4ziPB//2AMBxnH0A491mSbFXX/0cdnebsGa/GkKma/OXzGBe/OWX/0BzJTTOHMcfe7Cuj/d8\ntWJdz8HzPDx86OguhWioWNzBhJAwE7SHtTIlJWq1Krrdru5Sxs4oqcmxbfsfwe9cw7btPIAfhj8e\nMhLbtt8L4JMAPuI4zkdt2/4qAL8OwACwCeC/dxync+JrPgLgW+CH+R93HOe1Ue+PLs91XX+LPSFh\nzb1bdzmBM3KzMApP4/79u1heXsKLL76kuyQaQ48eOYAYjEEQzOs5wPF/Lu9731/QXQ4Rer0eyuUS\nnk7oiaAz0sBmr4dSqYhnn03+OqkkGaVj/UPwT14sA3gPgPrg4x8c5Q5s2y4A+EUAnzly8c8C+KeO\n4/wXAB7hxA4jtm1/O4B3OY7zAQD/E4D/e5T7oqu7f/8utrY2YE6/AGmls5uWmX8PAOCVV17WXAmN\nI9d1sbKyAmM6A2Em6y3msJhz/guM5eVlzZUQ+crlIjzPw0zC5quV6UHdOzvbmisZP6OOgvwlAFMA\nngOQdxznexzH2RzxPjoAvhPAxpHLPgjgU4N//x6Av3Tia/4igN8FAMdf0TJn2/b0iPdHV3D/vr89\nuTX9ouZKwmMUnoEwMsPvlShKm5sb6HYPYM5kdJcSGzJjQE6YWF5ehOd5usshwva2H0iTGqxnDAZr\nXUYZBfk0gK8ZzFVfeGWJ4zg9AD3bPrYXcuHI6McOgGdPfNkzAL585OPi4LLGRe+fLubRowcAACN/\nTXMl4RFCQOauoVjcRL1ex8zMjO6SaIysrCwBAIxZjoEcZcxk0NxsoFarYW5uTnc5NOaKRT+QTid4\nFARgsNZhlGD9Mdu2/wWA3wdw7OB5x3FeDaCGUVYFnHudubkJmGYyfwHiot/vY3HxMWR2BsJIdzfN\nmLiO/t4misVVvPOdz+suh8ZIsei/eWfOpvt37KLM2Sy6m/uo17fx7ne/oLscGnP1un9q4UzCdgRR\npg2/7mq1iBs3pjRXM15GCdZq/vkvn7jcA/COS97vrm3becdxWvDHSzZOfH4DfodaeRv8RY6nqla5\nTdNVLS8vodPpwJp9TncpoTPy1wEAr79+E+9853s1V0Pj5NGjRQCAMcOO9VFqNObu3Qd46aX3aK6G\nxt3CwhIAYM5I5s5YWSExISWWl1dQLDZ1l5NKp71gOfcR4zhOGBsZ/xH8A2d+Y/Df/+/E518G8DMA\n/qVt298IYMNxHD4yQra2tgIAkLl5zZWEzxh8j+p7JopKsbgNkTUgrWR2wsIiJy0A/hZnRLptbm6g\nICWsBG61p8xKAxvlEjqdDrJZvpCPyrnB+qwTFh3H+T9H+Pr3A/h5AC8B6Nq2/SEA3w/gV23b/kEA\nywB+bXDd3wLwYcdxXrVt+8u2bb8KwAXwIyN8L3RFar/LtO1d/USD+bNer6e5EBonruuiVCrCmB6D\n37ELMib8nwlnQkm3VquFarWC501LdylXMmcY2Oh1sb29iRdeeEl3OWNjlL/u7zrx8Rz87fY+Psod\nOI7zZfi7gJz0HU+47vcd+fdPjXL7FBzPU8d8J/cV+uj875FHm1OUKpUy+v0+MpPp3MryKoQpIXMG\nO9ak3fa2P3k6m9CFi8rsoIG0sbHBYB2hUUZBPnzyMtu23wHg/wilItLGdQfbXCX4ra9RCSEACAZr\nipQKjUaBHesnkQULlUoZvV4PpsmfEemxvr4GAJhL6FZ7yryhgvWa5krGy6WG/BzHWQDwjQHXQpod\nhsz0B2sAgBBHuvRE4SuXSwAAOcHQ+CRywoTruqjVqrpLoTG2vr4KAJhP6MJFRdWvvh+KxmVmrA0A\n7wOwG0pFpE2/788bCzEei6qEkOh2OWNN0anXawAAmUv2E3ZYZM7vsNXrNVy/fkNzNTSu1tb8Du+1\nhI+C5IVATkisrzFYR+kyM9Z9APcA/ETw5ZBOBwcH/j8S/vbXyISBbvdAdxU0RlQnVgVIOk79XNix\nJp3W11ZQkBLZhO5hrQghMG8Y2CwV0em0kc3mdJc0FkYJ1n/gOM5bFiratv23AfxC8CWRLp2Ofxjm\nWOwKAgDSGH7PRFGo1VTHmsH6SVQnX/2ciKK2t7eLaq2Kr0r4jiDKtcHOIOvra3jHO96pu5yxcGqC\nsm37eQAvAvg527bXcHzwdhbAz4LBOlWGHWsxHsFaCPPweyaKQL1eAwQgsgzWTyLz7FiTXmuDsYlr\nCZ+vVtSc9draKoN1RM565Hwt/HGP5wB87MTnugA+GlZRpEe73QIAiHEZBZEG2u0mXNeFTPhbfpQM\ntVoVMmsMdqWhk1THul6va66ExtXKyhIA4HpKdqW5PpgTV98Xhe/UR47jOC8DeNm27Z91HOcfnPy8\nbdthnMhIGi0uLkBIE8Ka0F1KJGR2Br12FRsba3j++Rd0l0Mp53ke6vUaRGFMXrhegsyqxYvsWJMe\nKyvLAA4DadLNGyYEDr8vCt8o+1j/A9u2nwPwdhxuzzcJ4F/B72ZTCtTrdWxsrMEoPAMh0vEH5Tzm\nxFPo1Zdw794dBmsKXau1j263Cys3Hi9cL0NYEsKUw91TiKK2srIMUwjMpOSdW1MIzEoDq6vLfHc2\nIuf+hG3b/gkAjwH8BoCX4Y+F/AaAfxtuaRQlx7kLADAmntJcSXSMwtMAgPv372quhMbB4VZ76XjC\nDovIStQYrEmDXq+HjY01zEsDMkXjWtdNE51Oh6eaRmSUly4/CuBrHMd5CcCi4zjPw5+9XgmzMIrW\nvXt3AADmIGyOA2kVIKwC7t+/xxMYKXTDHUG4cPFMMmei2Wig3+/rLoXGzMbGGvr9Pq6nZOGiwjnr\naI0SrA8cx1k8en3HcX4NwA+GVhVFynVd3Lz5JoS0IHNzusuJlFl4Gq3WPh49eqC7FEq5SqUMgKcu\nnkfmDXiex51BKHLLy0sAgOtmul78qhcKDNbRGCVYL9m2/VHbtg0Aq7Zt/4Bt298E4HrItVFE7t+/\ni2q1DHPqq8bm1EXFnPZnqz//+f+ouRJKOx5nPhr181E/L6KoDHcESVnH+sbg+1EvHChco6So/wGA\n6zhOH8DfB/B34M9a/+MwC6PoqFBpzo7fRi/GxNMQ1gRee+0LPCyGQqWCosFgfSZjwj+Yg8Gaora8\nvASB9OxhrWSlxJSUWF5ehOd5ustJvVF2BdkB8LcG//4iADvsoig6rdY+vvSlL0JakzDy4/cmhBAC\n1vRLaJfv4vXXX8MHPvCtukuilBqOguTT9aQdNPXzUT8voii4rouVlSXMGQbMFC1cVG4YJhaaTVSr\nFczPX9NdTqqNsitI1rbtn7Nt+7Ft28uDy37Stu13h18ehe1LX/oiut0DmDMvje2hFdagU89xEApT\nqVSEyBgQ5niNW12UGgXhDgYUpe3tTRwcHKRuDEThnHV0RvkL/yvw963+awDag8seAPiXYRVF0bl1\n6w0AgDXzouZK9JGZKcjcPO7fv8dxEApFr9dDsbgDYzKdT9pBUj+j7e0tzZXQOFla8vdouJHSYH1j\ncJKk+j4pPKME6w84jvPDjuO8AaAPAI7jfBLA+Gx4nFKe5+HhwwcQZg7CmtRdjlbGxA24bh9LSwu6\nS6EU2tnZhuu6MKYyukt5i7jNXApDQk6Y2Nzc0F0KjRG1sO9GSo4yP4kd6+iMEqw7tm0f29zYtu3r\nAOL115gurFQqol6vwcjfGNsxEEXNlz986GiuhNJoa8sPicaUpbmSQ736AdxWD16rj+rLq+jVD3SX\nNGRMWWg06tjf39NdCo0JFTivpeQo85MmpERBSiyzYx26UYL1RwC8Ydv2LwC4btv2zwH4AoB/Empl\nFDq1d7MxMX6LFk9SPwPuZ01h2NzcBBCvYN388+1he8Td7fofx4Tq7KufG1GYPM/D8vIiZqWBTIq3\nnL1uGKjWqqjX67pLSbVzH0GO4/wSgO8F0AHw/wLYA/DXHcf5lZBro5A9fvwQAMZyN5CTpJmHsAp4\n9Oih7lIohTY21gAgNqMgbrsHd7d7/LLdLtx2T1NFx6kXIOvrq5oroXFQLO6g1WoNTyhMK46DROPU\nYSLbtj/pOM5327b9+47j/FUAn4uwLopAq9UCAAgzp7mSeJBmHu12RXcZlEJLSwsQpoQsxGN+0+s/\neZLvtMujZs5mAfBAC4rGysoyAOB6SuerlaPB+uu+7n2aq0mvsx5Ff8G27V8D8J/btv1LT7qC4zg/\nEE5ZRETp0Gq1sLW1CeNaduzXMozKmM4AUnAxMUUirScunnSdJzBG4qxH0YcA/FfwdwJZj6YcIqJ0\nWV1dhud5wy4snU8YAsaUhdXVZfR6PZgp7ySSXuMSrKekRFYIjoKE7NRH0eCUxS/atn3PcZxPRFgT\nEVFqqH1jzTkG64sw57Lo1JvY2FjHCy+M7z77FL7l5SUUpERepnfhIuCfNHzNMLGxs41Wax/5/ITu\nklJplMWLDNU0FuIxXUppoxYJM1hfjPp5qZ8fURgajTrq9VrqFy4qNwbf5+rqiuZK0ivdL8/oTFK9\nOhRrSS0AACAASURBVI/ZARHaeO7hz4QoAJ7nwXHuQeaM2CxcTArrur+o2nHuaa6E0kwFzLSPgSjX\nBt8ng3V4Tk0Rtm3PDf47H105FCVDvUL3XL2FxIYHKceja0HR2NraRKNRh3ktx4WLFyQnLcisAce5\nF7vTISk9Vlf9HUGujV2wXtZcSXqd1Z77wuC/fxpFIRQ9Faw9DkH4PPfwxQZRAB48uA/gsPtKoxNC\nwLyeQ71ew85OfA6voXRRndtxCdZzhgEJdqzDdNYjqWXb9jKAp23bfuJxdI7jvDucsigK7Fif4Hkw\nTQZrCo4aYzBv5DVXkkzm9RwO1vfgOPfw9NPP6C6HUmh1dRmWEJgZkzFAQwjMGQbW1lbguhx/DMNZ\nwfrbALwPwG8A+J+jKYei1Gg0AABCjscr9XNJE/v7DXS7XVhWfI6epmRyXRd3796GzBqxOso8SazB\nC5K7d2/h277tv9RcDaVNr9fDxsY6rktjrEa1rhkmygcd7Oxs45lnntVdTuqc+lLFcZyG4zifA/Ct\njuN8FsAygBaAJcdxPju4jBJsYeERhJGFsCZ1lxILRn4e/X5veAoX0VWsri6j0ajDejo/Vk/aQTKm\nLMi8idu3b6Hf7+suh1Jmc3MDruvi2piNAKrvd22N4yBhGOU9gBu2bTsAvgTgNwG8Ydv2Tdu2vzbc\n0ihMjUYDpVIRMjfPJ/0BI3cNgP+Cg+iqbt16EwBgPc29Yi9LCAHr6Tz29/ewuPhYdzmUMipYjst8\ntTI/+H7X1lY1V5JOowTrfwrgpx3Hue44zlc7jjMH4B8D+OfhlkZhUuHRyF/TXEl8qJ/F4iKDNV3d\nrVtvAgKwnuJ89VWoFybqhQpRUFSwHLdgfY17WYdqlGA94zjOvzt6geM4vwngRjglURQePnQAMFgf\nJTJTEEYGDx44cF0u6KTL29/fw+PHD2HOZSGz4/U2c9Csp/KAYLCm4KmO9fyYjYJMCImcEBwFCcko\nwbpl2/a3HL3Atu1vBrAfTkkUtl6vh89//j9CSAvGBF8fKUIIGJNvQ6VSxr17d3SXQwl2+/ZNuK7L\nMZAASEvCvJ7D0tIC6vWa7nIoRdbWVlEQErkx2xlDCIF5w0SpVESn09ZdTuqM8mj6OwA+Zdv2l23b\n/iPbtt8A8LsAfiLc0igsX/rSF/1DK2bfzh1BTsjMvQsA8JnP/AfNlVCSvfnmVwAAmWcZrIOQecb/\nOd68+YbmSigt9vf3UK1Wxq5brcwbBjzPw8bGuu5SUufcYO04zp8AeDuAnwTwrwD8bQBfPdgxhBLo\nlVf80KhCJB0y8tcgc/N4882voFjc0V0OJZDrurh58yuQeRPGTEZ3OamQebYA4PAFC9FVra+vAThc\nyDdurnEBY2hGekQ5jrMH4JWQa6EILC8v4tGjhzAKz0JmpnSXE0uZ+XehvfHn+OM//iN87/f+Dd3l\nUMI8fvwQe3t7yL59ijvuBMSYtGBMWrh95yb3madAHAbr8e1YA4c/BwrOeA0WET77Wf/1UWae3erT\nmFMvQBhZfO5zf4Jer6e7HEqY4RjIMxwDCZL1zAQOOp3haZZEVzGuW+0pc8NgzY510Bisx0iv18MX\nv/gFCDMPo8DjgU8jpAFz+kXs7e3i9m3uREAXc+vWm4AUw1MDKRjqhQp/JykIqlM7O6Yd66yQmJSS\noyAhODdY27b9t6IohMJ369Yb2N/fgzn9AoSI12sqz/N0l3CMNfMSAOALX/i83kIoUWq1KlZXl2Fd\nz0GY8fodSzrzWg7CENx2j67M8zysr61iRhqwNI5r6X7em5cG6vUadnebWutIm1H+8v8N27bnQq+E\nQvdnf/anAABr+kXNlRzqt2vwui2g18Lu43+Pfjse22nJ3BxkZgpf+crraLVausuhhLhz5xYAwHqa\n3eqgCUPAvJHH5uYGSqWi7nIower1Gnb3drXNV5f7Pey6LnY9Dx+rV1Hu6xk5VAs3OWcdrFGC9U0A\nN23b/n9s2/6lo/8LuzgKzv7+Pt5443XIzDRkLj6vk1rrnwfgv2r3Dppor8ejQyyEgDn9IrrdA7z+\n+mu6y6GEuHXL3w6O+1eHIzN4wXL79k3NlVCS6V64+B92m1C96rrbx8uaOsbqBEaOgwRrlGC9DuCX\nAdwa/Pvo/yghlpcX0ev1YE49F5udCtxeC97B8T8o7kETbi8eHWJz6nkAh6dUEp3FdV3cuXPL32Zv\nirtWhEG9YGGwpqtQC/Z0bLW377qou/1jl9XcPvY1nPZ72LFmsA7SuY8qx3F+BgBs2xYArjmOUwq9\nKgqc2pM5Vlvsnfjjcu7lEZOZSQDg2840krW1VX+bvRcmY/PiNW2MSQtywoTj3IXrupBjdmIeBWN1\nVe0IEn3HunfKXPVpl4dpzjAgwI510EZZvDhv2/bHAbQB3B5c9gsnjzmneFPhUFgFzZUkh5AmhJlD\nkcGaRnD//l0AgMndQEL1/7N339FxXee997+nTUElQJAACfZ2SImk2ESJFNVsUbJcYjuyozguSSwX\nuaXYuSs99+Ymb/zeJPYbJ857ZSexYzuOr2xZUe+yTImdFItYwBGJ3jtRp59z/5gZiJZZABKYPWfm\n+azFJRKgpN/CnJnznL2fvbdVFWBsbEyKAXHVWltbMNAo1wtzR5AMQ9OYpRu0tbXgKBgxz1eTedz/\nT+AwUAMMXvC1f5ipUGL69fenJhp0KaynRDOLGejvkw8dcUWhUKqwtuYEFCfJb5kHl8zPW4ipSCaT\ndLS3UWkY6DKzxGzDJBKJyMzsNJpMYb0iFAr9r1AoNEh6lVkoFDoI5FBPgbiS1JtGQ7NkUdVU6L5i\nkskk588PXvkvi4LlOA5nQnXoRSZGkfRXzySrKvXgkpkhEGIquro6SSQTStpAclGVmVnA2KI4Sf6Y\nTGE9btv2mgu/YNv2UiA+M5HETBgaOo9m+nNu/+pcp5mp0bGhoSHFSUQua2trITw+PlH0iZljFGf6\nrM/ITJKYsrf6qwvzxMW3yyxgzPxcxLWbTJX158B+27YfA+bZtv1jYC/wZzOaTEyr0dFRNMOvOobn\naIYPgLEx2UBfXNq5c2cBMKWwzgpzdoDx8TG6ujpVRxEe09LSCECVFNbAWz+HlpYmtUHyyBUL61Ao\n9DiwAXge+FvgaWBjKBR6aoaziWniOA7h8PhEkSgmL/MwMjo6qjiJyGXnzr0JgDVbCutsyPycMz93\nISarqSldWJvSCgJQrOsU6frEz0Vcu8n2BZQAScABfED5jCUS025sbBTXdWXE+ipkHkaksBaXc/Zc\nCM2no5dIf3U2mLNTn2VSWIupcF2X5uZGynUDn7RFTphjGAwODjA8LC2P0+GKcyG2bf8V8HlgFzAE\nVABftW3766FQ6G+u9n9s2/YDwMcv+NKWUChUcsH3m4BWUgU9wEdDoZAcSnMVJrbak8J6yjQjNTLW\n19ejOInIVYODg/T39WHVFMn+1VlilPnQLF0KazElPT3dhMNhai25F16oyjBpjsdpampk/foNquN4\n3mSajD4BrA6FQhN7sdi2PRc4CFx1YR0Khf4N+Lf0f+924Ncu8tfuDYVCMlR4jY4efR0Ao7hGcRLv\nMYKVaLrJ0aOvc//9H5PCSfyShoZUf7U1W27W2aJpGmaFn66uTkZHRygpkU2qxJU1N6faHeZIG8gv\nmJPus25ulsJ6OkxmLqT/wqI6rTf9a7r8BfBX0/jfExc4fPggaAZmyTzVUTxH002Mkvn09vbQ2tqs\nOo7IQfX16YWLldJfnU1mZepBpqHhnOIkwisy18pcQ1q2LlRtpn4e8l6aHpccsbZte3v6t/9l2/Z/\nAT8kVUxXAr8OPDwdAWzbvhFoDYVCXRf59kO2bS8BdgN/HAqFsn/mp8e1t7fR1dWBWboATZdV0FfD\nLF1AYriFw4cPsmjREtVxRI6prz8HGpgVMmKdTZkHmfr6c6xfv1FxGuEF586dRQfmmnIvvFCRrlOq\np1qrXNeVmdlrdLmr64dv+/Pb5wduBP5+GjJ8Cvj3i3z9L4DngAHgMeA+4JFL/UcqKoowZXrnl7z0\n0jEgVRyKq2OWzAPN4Nixw3zmM5+UDx0xIZFI0NTUkOr5NWUxVDZlHmRaWxuZM0daQcTlRaNRmpsb\nqTJMTPkM/yU1psXZsTFisWEWLJB64VpcsrAOhUJLs5ThDuBLF/n/fz/ze9u2nwHWcZnCenBwfCay\nedro6CiPP/4Emm5ilsxXHcezNN3CLK2lra2FZ555ka1bt6mOJHJEU1MD8Xgcf6UUdtmm+w30Eosz\nZ0J0dw+h6/JgIy7tzTfPkEwmqfZLy9bF1BgmZ4ly8OBR/H7Z+G0yLvVAP5ldQRYDnwTmA78wJBwK\nhT55LaFs254PjIZCodjbvl4O/Bh4X/p7t3OZolpc3KOPPszY2Cj+uRtkD+tr5J+zjsRIOz/60X+w\nbt0GgsGg6kgiBzQ01ANgVsjNWgWr0k+kZZSurk7mz69VHUfksMwOMjWm9FdfTObncu7cm9x66x1q\nw3jcZB7xnwauI7X1Xf3bfl2recDEPma2bf+WbdsfDIVCQ8AzpE583EOqt1sK6ylobGxg166fofvL\nsCpXqY7jebqvFN/s1QwNDfLkk/+lOo7IEZnFPpmFdCK7Mu0gsuhKXMmZM3UAzJP+6ouqNAx8mkbo\nzGnVUTxvMleYEQqFPjwT//NQKPQ6cO8Ff/73C37/DeAbM/H/zXeO4/DDH34X13UJVG9Gk43wp4Vv\n9hoSQ0288MIz7Nhxu4yQCRoa69FMHaNURsFUyCxgbGysZ8eO2xWnEbkqkUjw5pt1VOgGxbqsxboY\nXdOYb1o09fbQ19dLVdUc1ZE8azIV13/Ytv1x27Zl7tsj9u59jYaGesyyRZjF1arj5A1NN/FVb8Rx\nHP7zP7+nOo5QbHx8nK7ODowKnyxoVcQo94GuTbTkCHExDQ3niMVi1FryAHw5C9LtIHV1pxQn8bbJ\nFNaDwP8GRm3bTqZ/ObZtJ6/0L4rsi0ajPProj9F0A/9c2eh9upkltRjFNZw+fZKTJ99QHUco1NTU\nAEh/tUqarmGW+2htbSYWi135XxAF6fTpk8BbhaO4uMyDR13dScVJvG0yhfV/B+4HlgKL0r8Wpv8p\ncsxLLz3P+fODWBWr0K0i1XHyjqZp+OfeAMBPfvIjHMdRnEiokjnFzayQhcEqGRV+HMehvb1VdRSR\no+rqTqEB86WwvqwK3aBI0zl9+iSuK8eGXK3J9FjXA8+GQiGpIHLc6OgIzzzzOJrhxzd7jeo4ecsI\nVGCWLaa1tZkDB/aybdsO1ZGEAhOF9SxZuKiSOctHFGhubmLp0uWq44gcMzo6Sn39WeYaJn7ZkvGy\nNE1jgWXx5vAwzc2NLFmyTHUkT5pMYf048IRt208CIxd+IxQK/eeMpBJX5amnHiMcDuOv3ijb682w\n1PZ7rTz66I/ZsuUmLOndKzjNzU1olo5eJLsMqJR5sGlpaVIbROSkkyeP4zgOiwPSsjUZSywfb8ai\nHDt2RArrqzSZx7d3AcWkjjH/9AW/PjWDucQUxeMxfvazF9GsYqxZK1THyXu6rwSrYiX9/X0cOXJI\ndRyRZeFwmO7uLoxZsnBRNaMstYAxM4MgxIWOHTsCwBKfDDZNxkLLQgeOHz+iOopnXXGoJRQK3ZmN\nIOLatLW1kkgksCqWosl2Qllhli4gPhCisbGBm27arjqOyKLW1mYAzHJpA1FN0zWMUovW1haSySSG\nIZ9/IiWRSHDixDFKdZ1KuS9Oik/TmW9aNDc3MTg4QEVFpepInjOZkxe/fanvhUKhz0xvHHG1mpub\ngFT/r8gOwz8LkCnoQtTe3gakt3sTypnlPqJDo/T0dDNv3nzVcUSOOHs2RDgcZq0/IDNLU7DY8tGW\niHPs2BHuvPMu1XE8ZzKtIO1v+zUO3MEFJyYK9TLFnS6FddZohoXuK6W5uUlWUBeYzA4UZpkU1rnA\nSL8OmQceIQAOHz4IpPqGxeQtTf+8Xn/9oOIk3jSZVpC/fPvXbNv+a0BOyMghzc2NoOno/jLVUQqK\nHqggPNxCb28Pc+fKYTyFoqOjHUBOXMwRmcK6o6MN2Ko2jMgJjuNw+PABAppOrWyzNyWlhsFcw+TM\nmdMMDw9TViZ1xVRc7d4z/cDq6Qwirs3AwACaGUTTpI8sm3SrBICBgX7FSUQ2tbW1ohebaKZs35UL\nMoV1W5vsZS1SQqE6RkaGWWb50KUNZMqW+3w4jiOL86/CZHqs/wW4cJ7bANYCzTMVSkydZVngRlXH\nKDium9re3ZKpxoIxPDzE6OgIVo0cwJQr9KCBZurpEWsh4NCh/UCqQBRTt9zysy88zqFD+7njjneq\njuMpk9mA9e2fVElgL/CT6Y8jrpbf7wd3WHWMwuMmAfD75cO7UHR2dgBglMn0cq7QNA291KK7u0t2\nBhEkk0lef/0QwfQOF2LqSg2D6ol2kCHKyspVR/KMq+qxFrnHsny4TkJ1jMKT/pnLiHXh6OrqBMAo\nkdc8lxilFrHBKH19vVRX16iOIxQ6ffokIyPDXO8PSBvINVjh89MdHuPgwf3cddc9quN4xiULa9u2\nX+EXW0Dezg2FQjI/kCN8Ph+4SVzXlW2FsshNj1j7ZLqxYEyMWMvCxZxilKRej87ODimsC9y+fbsB\nWOWTfeavxQqfn73hMfbt2y2F9RRcbsT6f1zi6/PS35NKIoeMjo6i6XKjz7bMz3xsbEw20i8QXV1S\nWOciozR1S0q9PpvUhhHKRCIRjhw5RJmeamUQV69I11lgWjQ21tPZ2SF7xE/SJZe0h0KhXRf+AvYB\n24Gvkdpqb02WMoorcF2X3t4eNKtERquzTPOldgXp7ZVt3QtFZ1cHmt9A90kfby7JPOhkZhREYTpy\n5BCxWIxVPp/cD6dBZtR///49ipN4x6T2irJt+1eB08AKYHMoFPpqKBSSLShyxPDwEPF4DN1XrDpK\nwclstyeFdWGIx2P09fZOtB2I3GEUW6C91QMvCtNbbSABxUnyw1KfH0vT2LdvN47jqI7jCZedJ7Ft\n+wbgG+k/fjgUCh2d+Uhiqnp6ugHQ0kWeyB7dSj3M9PZ2K04isqG7uxvXdaUNJAdphoZeZMqIdQEb\nGOjn9OmTVBsm5bIzzLSwNI2llo83+3o5ezaEbUuzwpVccsQ6vX/1T4B/CoVCd0hRnbsaGs4BoPuk\nsM62zM+8vv6cHGteAKS/OrcZpT5GR0cYGZGtRwvRvn17cF0X2y+LFqeTnW4H2bPnNcVJvOFyI9YP\npP/5E9u2314xaKR2BZFHQsXi8RjPPfc0mm5ili5QHafgaIYPs6SWpqYGTp8+yfXXr1MdScygt3YE\nkbXbucgotYh3pdpBSkvlGOZC4roue/e8ioHGCksK6+lUa1qU6DqHD+/nox/9zdS5GeKSLllYh0Ih\nOavXA3bteoWhofP4Zq9GN6WnTAXfnLUkRtt5/PFHuO66tbJgJo9NFNbSY52TLlzAuHKlrTiNyKbG\nxno6uzpYbvnw61K+TCdN01jl83MkEubIkUNs27ZDdaScJlefh8XjMZ5+5gk03cSqXK06TsEyAhWY\nJbWcO3eW06dPqo4jZlBnZzvoGnqxbOOVizIzCdJnXXj27k21Kdh+GWCaCXZ6MWjm5ywuTQprD3v1\n1VcYOj+IOWuFjFYr5qu6HoDHH/+p9FrnKcdx6OzswCi1ZFYiR114SIwoHIlEggMH9hLUdBbKEeYz\nYlb6iPPTp08yODigOk5Ok8Lao0ZHR3jssZ+i6Sa+2TJarZoRrEyPWr/JoUMHVMcRM+D8+UFisZi0\ngeQw3W+g+Q06u9pVRxFZ9MYbRxkbG2OVzydHmM8g2+/HdV3Z0/oKpLD2qJ/+9GHGxkbxVa2V0eoc\n4a/eAJrBj370fcLhcdVxxDSTo8y9wSix6OvtJR6PqY4ismTvXtm7OhuWW350YM+eV2Vm9jKksPag\n+vqzvPrqK+j+cqzKVarjiDTdV4pv9hqGhs7z+OM/VR1HTLO3ttqTHUFymVFq4bouPT1yaFMhGB0d\n4fjxI8w2DKpMWfswkwK6zhLLR0dHOy0tTarj5CwprD0mmUzygx98F9d18ddsQdPkJcwlvtlr0H0l\nvPTS87S0NKuOI6ZRV1cXIDuC5LrM6yMnMBaGgwf3k0wmJ47eFjNr1cSe1q8qTpK7pCrzmNde+zkt\nLU2Y5Usxi+aojiPeRtMN/NWbcRyHH/3o+6rjiGnU3Z0qrHUprHNaprDu6elSnERkw759u9GAldIG\nkhWLLB8BTefgwX0kk0nVcXKSFNYe89prrwAa/rnrVUcRl2CWzMMoriYUqpsoxoT3dXd3ovsNdEs+\nNnOZLiPWBaOnp5v6+rPUmhbFsnd1VhiaxnKfj+HhYerqTqmOk5PkSvSQ7u5OGhsbMIpr0M2g6jji\nMqyyJQAcOLBXbRAxLRKJBH19vTJa7QFGsQUa8lBbAA4c2AfASmkDyarMz1t2B7k4Kaw9JPMhYpUv\nVpxEXIlZugA0g/3798jq6TzQ39+L67oYcjBMztMMDT1g0tPbrTqKmEGpbd92Y6Cx1CcLirOpxjAp\n1XVef/0gsZjsvvN2Ulh7RGbvSE0zMEtqVccRV6AZFmbJfLq6OmURYx7o7e0FQC+WEWsv0ItNhs6f\nJx6Pq44iZkhrazOdnR0stiz8sog/qzRNY4XPTzQa5dixI6rj5By5Gj2iq6uTrq5OjJL5aIbc3L3A\nLEvNLBw9elhxEnGt+vpShbVRJCPWXmAUmbiuS39/n+ooYoZkZnBXSBuIEpl2kEOH9ilOknuksPaI\n3t7Unqx6YJbiJGKyjPRrlXnthHdNvP+kFcQTMjMLfX3y3stHruty6NB+LE1jsSVtICpU6gYVusEb\nbxwjHA6rjpNTpLD2iMHBAQB0s0hxEjFZWnqBaea1E96VGbHWi2S2yAsyvfCZFh6RX5qaGunr62WJ\n5cOUI8yV0DSN5T4/8Xic48elHeRCUlh7xMBAPwCaJYW1V2i6gWYGpLDOA319vaBr6EFDdRQxCZkH\noMwDkcgvmfaD5TJardSK9KLRQ4f2K06SW6Sw9oiJEWsprD1FM4MMDAzIziAe19fXix400GR0zBP0\ndC98f78U1vkm1QZyAJ+msVAKa6UqDJNKw+DEG8cZHx9XHSdnSGHtEa2tLaBpE+0Fwht0q4R4PCan\nwHlYLBZjZGQYQ9pAPEMPGqAhixfzUFNTA/39fdIGkiNWWH4SyYS0g1xACmsPGB4eorm5ESM4B02X\nxVNeYhRXA3Dy5BuKk4irlRn11GVHEM/QNA09aNIrrSB559ChAwAsk9HqnLAs3Q5y+PBBxUlyhxTW\nHnDq1AkAjOJ5ipOIqTJLUq+ZFNbeNbGHtRTWnqIXmwwPDckBFnnEdV0OHz6AJW0gOaPCMKnQDU6c\nkN1BMqSw9oBMUWaW1ChOIqZKt4rRfWXU1Z2Swyo8qjd9gp8hx5l7ipHeck+2u8wfLS1NshtIDlru\n85FIJHjjjaOqo+QEKaxzXDQa4eTJ42hmAN0ve1h7kVFSQywW4+TJ46qjiKvQ3Z0urGUPa0/JPAjJ\n+ob8IW0guWlZ+rCYw4cPKE6SG6SwznE//OH3GBkZwSpfKjsSeJRVvhTQ+MEPvsvo6IjqOGKKenpS\nhbUuI9aekjkkJvNgJLztwkNhFklhnVMqdYNZ6cNiIpGI6jjKSWGdw/bv38vu3bvQAxX45qxVHUdc\nJSP9+p0/P8h3vvMt2XrPY3p6utB8BrpP9rD2Ehmxzi8tLU309vaw2LSkDSTHpA6L8RGPx6UdBCms\nc1ZPTzff+/6/oukmwdrtaJrc1L3MN3sNRtFcjh07wssvv6A6jpikRCJBb2+PtIF4UOY16+rqVJxE\nTIdMG8jydNuByC2Z1yXzOhUyKaxzUCKR4KFv/RPRSAR/zWZ0X6nqSOIaaZpOYP42NMPPww//kJaW\nZtWRxCR0d3eRTCYxymTq2Ws0U0cvNmlvb1UdRVwjaQPJfZW6QYVu8MYbRwu+HUQK6xzjui7f//6/\n0dTYgFm+JN2fK/KBbgUJzL+JZDLBP/3T1xgcHFQdSVxBpigzyuVm7kVGmY+RkRGGh4dURxHXoLm5\nUdpAcpymaSxLt4MU+mExUljnENd1efjhH6b7qisJ1GxWHUlMM7NkPr6qtfT39/G1r32V0dFR1ZHE\nZbS1pQprU0asPSnzumVeR+FN+/fvBWCFtIHktMzrc+DAXsVJ1JLCOoc8/fTjvPDCM+i+MoILb0fT\nZReCfOSruh6rYhUdHW38wz/8bcFPm+WyTEEmrSDelJlpkMLauxzH4eDBvfilDSTnVRomVUZqd5BC\n3gFLCusc8corL/Hooz9Gt4oILroD3ZQn83ylaRr+6o2YZYtpaDjHN7/5dTk8Jke1tjaj+w30gCwe\n9qLMA1Frq6xp8KpQqI7z58+zzPJhSBtIzlvp8+M4TkEfcS6FdQ44dGg///Ef30Uz/QQX3oFuFamO\nJGaYpmkE5t+EUTKf06dP8i//8v/LNnw5Znh4mP7+PoxZMkrmVUaphWZqNDY2qI4irtK+fXuAVMEm\ncl+mHWTfvt2Kk6ijbA8p27bvAH4CnEp/6UQoFPrSBd+/C/gbIAk8EwqF/irrIbNgaOg8//7v/wKa\nmSqq/WWqI4ks0TSdYO12wq27OHz4AHv3vsYtt9ymOpZIa2pKFWNmhdzQvUrTNIxyP52d7UQiEQKB\ngOpIYgpisRivv36AYl1nvimtkV5QohvMNy3Ong3R19dLVdUc1ZGyTvWI9a5QKHRH+teX3va9fwTu\nA24B7rZt+7rsx5t5Dz/8Q8LhML456zECFarjiCzTdJPA/JvRdJOHH/6hLGbMIVJY5wezwo/rurS0\nNKmOIqboyJFDhMNhVll+OXnYQ1alR6337HlVcRI1VBfWF2Xb9jJgIBQKtYZCIQd4Bnin4ljTrq7u\nFPv370EPVGJVLFcdRyiiW8X4qq5ndHSERx99WHUckTZRWM/K38La5/Mxf/58fL78bXfJPBhl/9Xu\nmQAAIABJREFUXk/hHa+99nMAVvtlpsFLVvj8WJrG7t27cBxHdZysU11YX2fb9hO2be+2bXvnBV+v\nAXov+HMPMC+70WZWIpHgBz/4LgCBmi1omuqXQqhkVdro/nJ27foZ9fXnVMcpeK7rUl9/Fj1oogfz\n89RFn8/Hgw8+yLe+9S0efPDBvC2uM4W1vK+8paenm7q6U8wzTWYZsnjYSyxNY7nlo7+/j7q6U1f+\nF/KMyjvGWeAvgR8Dy4BXbNteEQqFYhf5u1ecA6qoKMI0vfPme+yxx+jq6sCqWIERrFQdRyimaTr+\nms2Em3/Gj3/8A77+9a+rjlTQOjo6GBkZwbegWHWUGVNVVcXOnanxjJ07d/LII48wrjjTTNCLTXS/\nQX3DWaqqSqSlwCOef/5xAFb7ZLTai9b4A5yJRTl4cDd33LFddZysUlZYh0KhdiAz711v23YXUAs0\nAh2kRq0zatNfu6TBQW/dEg4ePAyAr2qt4iQiV5hFczGK5nL27Fmam7spKpLdYVQ5ePAoAObs/L2p\n9/X18eKLL7Jz505efPFF+vr6KKJadaxpp2ka5mw/Ax39hEJNzJ5dpTqSuIJkMskLL7yYGvmU3UA8\nqdowmaUb7Nu7j4aGdkpL829jhjlzSi/6dWX9B7Ztf9S27T9I/74GqAbaAUKhUBNQZtv2Etu2TeC9\nwAuqss6Ejo52NDOIbubvjVtMnZ5ewNrZ2a44SWE7ezYEgFWZv+/PWCzGQw89xGc/+1keeughYrGL\nTRbmBzP9Op49+6biJGIyjh17ncHBAVale3WF92iaxnX+AIlkgldf/bnqOFmlsrH3CeB227ZfAx4H\nPgf8hm3bH0x//3PAj4DXgIdDoVDefCJGIhH6+/vQffn3BCeuTeaaaG9vU5yksJ079yaaoU2c3Jev\nYrEYHR0deV1Uw1szD+fOhRQnEZPx0kvPA7BWFi162mqfH1PTeOVnL5BMJlXHyRqVrSAjwPsu8/1X\ngW3ZS5Q9nZ2prhbZs1q8neEvB1IzGkKNoaEhOjraseYE0XQZLcsH5iw/mqFx5kyd6ijiCtraWgiF\n6qg1LSqN/Fw4XCj8us4qy8/pwQGOHXudzZu3qo6UFbIVhQIdHanRSCmsxdtlronMNSKyLxQ6DYA1\nV0bL8oVmaJizA3R0tDE0NKQ6jriMl19OdX2uk9HqvLAufShTZhaiEEhhrUBmml9Pj04KkaEZPjQz\nKK0gCmW2hzLnBBUnEdPJSr+eZ84U3vZfXjE6Osq+fbsp1XUWW/ndhlUoKg2TWtMiFKqjtbVFdZys\nkMJagfb2VuCtaX8hLqT7yxkcHGB83Fs73eSLurpTaJae1wfDFCJrTmrkrBD31fWKV155kVgsxjp/\nEF0WLeaN9f7UQ+1zzz2lOEl2SGGtQHt7G5oZRDPkxi1+mT7RZy2j1tnW399HT0835uyA9FfnGaPC\nj2bpnD59Etd1VccRbxOLxXjpxefwaxpr/HJvzCeLLYsKw+DAgb309/epjjPjpLDOsnB4nIGBfumv\nFpeUmcloa2tVnKTwvPHGMQB81dIGkm80TcOaE6Svr5eurk7VccTb7Nmzi5HREa73B/DJScR5RdM0\nNviDOI7DCy88qzrOjJOrN8teeeUlAIyAnLYoLk5PXxu7dv2soLYoygUnTqQKa6tGDufJR1ZN6oEp\n8zqL3JBMJnnu2acx0Fjnl4fafLTS56dY13l1188YHR1VHWdGSWGdRZ2d7Tz22CNoZgDf7NWq44gc\nZQRmYZYvobm5keeee1p1nIIRj8c4ffokRqmFUWypjiNmgK869cCUmZkQueH11w/S29eD7fNTpEtZ\nko8MTeMGf5BoLMrPfpZX5/39ErmCs8RxHL7znW+TSCTw12yR/mpxWYHqjWhmgMcff0T2tM6SUKiO\nWCwmo9V5TA+aGLN8hEJ1hMNh1XEEqXvjk0/+FxqwISCj1flsjd+PX9N58cVn8/r9J4V1lrz00vPU\n15/FLFuEVbpAdRyR4zTDj79mC4lEgu9851s4jqM6Ut47fjzTXy2FdT7zVReRTCY5ffqE6igCOHr0\nMO3tbaz0+Sk3DNVxxAzyaTo3+AOMjY3xyisvqo4zY6SwzoLm5kZ++tOHU8VS9SbVcYRHWKULMMsW\n0dBwjieeeFR1nLzmui5Hjx5ObbNXJQdT5DPfvNSD07FjRxQnEa7r8sQT/wXAJhmtLghrAwF8msbz\nzz1NNBpRHWdGSGE9wxoazvG3f/v/EI/H8NfciG7KTVtMnr96E7pVxBNPPMoTTzwq24TNkJaWZgYG\n+rFqimSbvTxnVPjRAwbHjr0ui4MVO378CK2tzayw/FTI8eUFwa/prPMHGBkd4ec/f1l1nBkhhfUM\nOns2xN/93d8QDocJzL8Zq0xaQMTU6GaA4KJ3oFvFPPbYIzz66I+luJ4BR48eBt4azRT5S9M0rHlF\njI2Nce7cm6rjFCzXdXnyydRo9eagjFYXkvX+IJam8dyzTxGLxVTHmXZSWM+QUKiOr33t/yUajRKo\n3YZVvkR1JOFRuq+E4OJ3oPtKePrpx/nJT/5TiutpdvTo66BrWNJfXRB884qBtx6oRPa98cYxGhsb\nWGb5qJTR6oIS0FOj1kPDQ3k5ai2F9Qw4deoEX//6/yIWjxNYcAtW2SLVkYTH6VYxwUXvRPeV8dxz\nT/OjH31fiutp0t/fR2trM1ZVAN2Sj8RCYM0Jopk6R4++Lu8jBVzX5fHHHwFgS1AeZgvRDelR62ee\neZxoNKo6zrSSu8g0a2lp4h//8WvEE0mCtTtkBxAxbXQrmBq59pfz0kvPy4LGafLGG0cBaQMpJJqh\nYc0N0tvbQ1dXh+o4Bef48aM0NTWy3PIxW0arC1Jm1Hp4eJif//wl1XGmlRTW02hsbJRvfvMfiMdj\nBGq3YZbOVx1J5JlUz/Wd6FYxTzzxKCdOHFcdyfOOH08V1pYU1gUl83pnXn+RHanR6p8CsFlGqwva\nW6PWT+bVDiFSWE8Tx3H413/93/T19eCbfZ2MVIsZo5sBArW34KLzrW99k97eHtWRPCsajaROWyzz\nYRTJaYuFJLNfuRTW2XX8+BGam2W0WqRGrdf7A4yMDPPKK/kzai2F9TR5+unHOX78KEZxNb45a1XH\n8RSfz8f8+fPx+Xyqo3iGEazEX72J8fEx/vmfU7MkYurq6k6RSCTwyWmLBUcPGJiVfs6eDTE2Nqo6\nTkFwXZfHH0uNVhd6b7Xc91Iyo9bPPvtU3vRaS2E9DU6dOsFjjz2CbhURmL8dTZMf62T5fD4efPBB\nvvWtb/Hggw8W/IfMVPgqlmOVL6WlpYkf/vB7quN40smTbwDIMeYFyqouwnEc6upOqY5SEI4fP0pz\nSxPLC3wnELnvvcV/wah1vvRaSwU4DZ577ilc1yVQewu66Vcdx1OqqqrYuXMnADt37qSqqkpxIm/x\n12xG95fz6quvMDIyrDqO59TVnUIzdcxKed8WImtuav/kurrTipPkv9Qpi9JbDXLfe7v1E6PWT+bF\nqLUU1tOgpaUZzSrGCM5WHcVz+vr6ePHFFwF48cUX6evrU5zIWzTdxCxJLZJta2tVnMZbzp8fpLOz\nA3O2X05bLFBmhR/N1Kk7IyPWM+3EiWM0NTWyTHqr5b73NhfuELJr189Ux7lmhX11T4OhoSFGRoYx\nS2pVR/GkWCzGQw89xCOPPEJfXx+xWAxZQjY1un8WAG1tLaxZc73iNN5x5kxqlNKaI6e+FSpN1zBn\n++nq7GBwcJCKigrVkfJSarQ6tT1oofdWw8XvewSKVcdS6gZ/kBPRCM8+8wR33vlOLMu77TEyYn2N\n2tpaAND95YqTeFcsFqOjoyMvjzbNBj2QKaxlxHoqMn21UlgXtszrf0ZGrWfMmTOnaWioZ6mMVk+Q\n+94vCug6a32p0xh3735VdZxrIoX1NZoorNPFjRDZpvtKQdMnrkUxOWfPhtBMHWOWd0dGxLWzqgJA\n6noQM+Pppx8HYGNAHmLFpa0PBDHQeO7Zp0gmk6rjXDUprK9ROBwGQDNk8ZNQQ9N0NMPH+Pi46iie\nMT4+RldXJ0aFD02T/upCZszyg67R2FivOkpeamxs4PTpk9SaFtWmNPqJSyvSdWyfn96+Hg4dOqA6\nzlWTwvoa+f3pgtpJqA0iCpuTwO8PqE7hGY2NDQCYFfIzK3SarmGW+2htbZFp+RnwzDOp0epNMlot\nJmFjIIgGPPPME7iuqzrOVZHC+hoFAqkbsyuFtVDEdV1cJzFxLYora2g4B4Al2+wJwKz04zgOzc2N\nqqPkla6uTo4cOcwcw6RWRqvFJJQZBit8ftraWjhx4rjqOFdFCutr5POlbsyuK4W1UMRN9aJNzJ6I\nK8pM+5sV8jMTYFamHkqlHWR6vfzyC7iuy4ZAUFquxKRt8KdmN1566XnFSa6OFNbXaOLDwvFuo73w\nOLn2pqylpRk9YKAHZYcCAWZ6AWtLS7PiJPkjHB5nz+5dFOs6Sz28dZrIvirTpMY0OXnyOF1dnarj\nTJkU1tfo6NHDABjBwj45SShk+NB9pZw5c1oWME7C+PgYAwP9GGVysxcpeomFZmiyZeU02rPnNSLR\nCNf7AhgyWi2maH161Prll19QnGTqpLC+BiMjwxw7dgTdX44ekIMFhBqapmGWLyEej3Po0H7VcXJe\npngyyqWwFimapqGXWnR0tHl6m69c4TgOL7/8PDqwRhZVi6uwxPJRrOvs2b1rYvc1r5DC+hocOLCP\nZDKJVb5U+seEUlb5UgB2796lOEnua29PFdamjFiLC5hlPhKJBD09XaqjeF5d3Sm6u7tY4fNTpEuZ\nIabO0DSu9wWIRCPs27dbdZwpkSv+Krmumy5iUqOFQqikW0UYxTXU15+ls7NddZyc1tbWBsiItfhF\nmetB2kGu3Z49qZPzrpfRanEN1vgDaLx1PXmFFNZX6bnnnqKlpQmzZD66KR8eQj1r1jIAvvOdbxOP\ny368l5IZkTRKZPsv8ZbM9dDT06M4ibeFw2GOHDlEuW5QLceXi2tQpOssNC0aG+vp7OxQHWfSpLC+\nCocPH+QnP/kRmhnEX7NZdRwhADBLF2KWLaa+/iz/9m8P4TiO6kg5qa+vD81noJny8SfeohelCuv+\n/l7FSbztyJFDxGIxVvr80iIprtmq9KyHl9pB5M4yRQ0N5/j2v/wzmm4SXHgbulWkOpIQQGoBVmDe\nVoxgFQcP7uexxx5RHSnnOI5DX38verGMpIlfZKSvid5eGbG+Fnv3vgaA7ZM94sW1W2L5sDSNvXtf\n88xgkRTWU9DX18s//uPXSMQTBOZvx5CdQESO0XSDwIJb0X0lPPXUY7KY8W2Ghs6TTCQwiqSwFr9I\nM3U0v0Ffn4xYX63z5wc5c+Y0NYZJmWGojiPygKVpLLN8DAz0c+7cm6rjTIoU1pMUi8X4xjf+juHh\nIfzVGzFL56uOJMRF6aaf4ILb0Awf3/vev3rmwygb+vv7ANClsBYXoReZE9eImLoTJ47jui7LZLRa\nTKPl6evp+PGjipNMjhTWk/TUU4/R3t6GNWs5vspVquMIcVm6v4xA7S0kk0m++91vk0gkVEfKCZFI\naj9U3ScffeKX6ZZOIpGQ98tVOnHiGACLLFkYLKbPfNPCQOPEieOqo0yK3F0moaOjnWeffRLNKsJf\nvUF1HCEmxSyuxqpYQWdnB88++5TqODkhEommfiMLF8VFaGZqsV0kElGcxHuSySSnTp2gVNeZpUsb\niJg+lqYx3zRpa2thcHBAdZwrkrvLFTiOw/e+968kk0kC1ZvRdHkSF97hn7MezQzw5JOP0t0tB19E\no6mCSTPko09cRPqBK3OdiMmrrz9LOBxmkeWT3UDEtFtopfaZP3nyDcVJrkzuLlewZ8+rnD0bwiyp\nxSytVR1HiCnRDB/+6k0kEgl+8IPv4Lqu6khKZUYiMyOTQlwo88AlI9ZTlyl4Fpky+CSmX6a9SArr\nPPDkk4+BZuCv2aQ6ihBXxSxdiFFczenTJ2loqFcdR6l4PA6ApkthLX6Zlu5gSCTiaoN4UFNTAwDz\npLAWM2CWbhDQdBobc/8eJoX1FZSXl4PrvPWJK4THpKZlU4VkeXm52jCKBYNBANyEN/ZDFdnlxlPX\nRSAQVJzEW1zXpbm5kVJdx69LWSGmn6ZpVBmp7TDHx8dUx7kseQdcwebNWwGXxEi76ihCXBU3GSU5\n3s3ixUupqpqjOo5SxcXFADixwi6sNePiI/aX+nqhyFwXmetETM7584OMjIxQJUeYixk0J319tbQ0\nK05yeVJYX8HmzTcCkBhpVZxEiKuTGGkH12XLlq2qoygXDKZOSs2MTBYqPWCil/zilL1eYqEHCrsw\nylwXmetETE5zcxOAFNZiRlWZmcK6SW2QK5DC+grmzJnL4sVLSI534yajquMIMWXxkTYgM/tS2DIj\nkW48qTiJeqU3VWc6hNBLrNSfC5wbdwgEAhhyauCUtLamRhClsBYzqUpGrPPH1q3bwHUZb9mFEw+r\njiPEpLiuS6T7GMnRDhYtWkJNzTzVkZQrK0v1mDthKazNch960EQLGlTcvRCz3Kc6knJOOElpWZnq\nGJ4zMNAPQLlsYylmUGm6fz9zveUqeRdMws6d97Jjxx04kQHCzS+SjAyqjiTEZblOgkjbbuIDZ6iu\nruFzn/sd1ZFyQkVFJYFAgORwTHWUnCF7Dqc4kSRuLEnt/IWqo3jO8PAQAEFNSgoxcwxNw69pE9db\nrpJ3wSSYpslv//an+dCHfh0nPk64+WUSIx2qYwlxUU48zHjzyyRG21m9+jr+7M/+J9XVNapj5QRN\n06itXUhyNI6bLOw9vcUvyjxs1dYuUJzEe4aGhtABvzykiRlWpOkMDZ1XHeOypLCeJE3TePe7f4XP\nf/73MA2dcNtrxAZCBX/ghsgtycgg400v4EQGufXWO/jyl/+I4uIS1bFyyoIFC8GF5KjsVSzekkgX\n1gsWyIj1VA0NnadI12X2Q8y4Il1nbGyMRCKhOsolyUqDKdqyZSuzZ8/mG9/4e4a7j+JER/DXbEST\nfa6FYvGRNqId+3GdBB/+8Ed417veKze6i6itTRVOyeGY9BWLCW+NWEthPVXDw0PMkjYQkQWZdqPh\n4SEqK2crTnNxSgtr27b/Frg1neOroVDo0Qu+1wS0AplVRh8NhUI5sZn00qXL+fM//yu+8Y2/p63t\nHE5siEDtLehmQHU0UYBc1yXWd4pY30ksy8dnPvd7sgPIZSxatBiAxEAE/0IZzRcpicEolmXJIt+r\nkEwmMaSwFlmQ2WrfcXJ3y1RlhbVt23cCa0Oh0DbbtmcDR4FH3/bX7g2FQqPZT3dls2dX8Sd/8j/4\nznce4vDhg4SbXiBQuwMjWKk6miggbjJOpGM/idF2KmdX8Ttf+spE4SgubunS5ZimSbwvojqKyBFO\nLElyKMaqNddjmjKRO1W6piNNkSIbMtdZLs/GqnzEfBX4cPr354Fi27Y91U8RCAT43Od+lw9+8Ndw\nE2HCzS8TH8rt/RVF/nBiI4w3vzSxSPG//8VfS1E9CZZlsXz5SpJDMZyYbLsnIJF+yFq1arXiJN6k\n6ZoU1iIrvFBYK3s0D4VCSSBz4PsDwDPpr13oIdu2lwC7gT8OhUI5997VNI33ve8DLFy4iG99+5tE\nOvaRjAzin7seTabGxAxJjHYS6diHm4xx11338Gu/9lEZaZsC215DKFRHoj+Cb54cX13oMrMXtr1G\ncRJv0jQNV0prkQWZ/SJyub5Sfie2bfv9pArru9/2rb8AngMGgMeA+4BHLvXfqagowjTVDXjv3Hk7\nq1cv46//+q/p6DgDboJAzRZleUT+Soz1EG59FdM0+MLv/i533XWX6kies3XrJp544lHifVJYC4j3\nhTFNk61bN+D3+1XH8Rxd13GTMvsjZl7mAW7OnFIqKkoVp7k41YsX7wH+FHhXKBT6hR2/Q6HQ9y/4\ne88A67hMYT04OD5TMSctEJjFn/zJX/LVr/4l7e3nMEtqMUtkIYyYPm4yTrTzALqu8ZWv/DG2vYbe\n3hHVsTynqmoBlmUR75GTVAudE02SPB/DttcwPBwD5PCgqSouLiE8OKA6higA4fSQdTjskkiovffN\nmXPxwl7ZWLpt2+XA3wHvDYVCA2//nm3bz9u2ndkL63bgZLYzXo2iomI+/enPYxgGkc6DuMmo6kgi\nj0S6j+DEx3jPe94v09bXwOfzYdtrSA7FSIZzdz9UMfPi3alBmXXrblCcxLtmzapg3HHkXAcx48Yd\nh5KSUizLUh3lklQ2qdwPVAE/tm375+lff2Hb9gfTo9fPAPtt294D9HKZ0epcs2jREt7//vtwE2Ei\nXa+rjiPyRHykjcRQI4sWL+F97/ug6jiet3ZtqpDKFFaiMMW6U7MWmetBTN2sWRW4vDWaKMRMGXMd\nZs2qUB3jslQuXvw28O3LfP8bwDeyl2h63Xvv+zh+/Cj19WeJl9RilctuDeLqOYkI0a5DmKbJpz/1\neVmoOA3WrbuB//N/fkC8O0xgSZnqOEIB13VJ9IQpL5/FwoWLVMfxrIqKVKEz5jgU6bm7qEx4W8x1\niLvuxPWWq+QdMEMMw+BTn/ocpmUR6/NEF4vIYfHBc7iJKL/6q79Gbe0C1XHyQk3NPGZXVRHvCeM6\nMtJWiJKDUZxoknXrbsjp7btyXWYEcdSRBYxi5oylD4XJ9RFrKaxnUHV1DevWrseJjeDEZIGZuHqJ\n0Q503eD229+hOkre0DSNDTdswo07E/sYi8IS60y1Ad1ww0bFSbxt3rxaAAZkZxAxgzLXV+Z6y1VS\nWM+wdes2AKl9h4W4Gk4ighMZYNUqm2CwSHWcvLJxY2pLzFjH2BX+pshHsc4xLMti7dr1qqN4WuZg\nqv6kLAQWM6cvfX3l+kFoUljPsPXrM4V1h+IkwquS6Wtn/XoZVZtuq1atJlhURKxzXHY0KDDJ0TjJ\n4TjXXbcWvz+gOo6nVVbOpqiomD4ZsRYzqC+RKqxzfT2EFNYzrLJyNgsWLCI53oPrxFXHER6Ume3I\nPKSJ6WOaJjes34gTTpA8L/sXF5JYZ2qWIjNrIa6epmksWrSYISdJzHVUxxF5qt9JUlFRSWlpbi82\nl8I6CzZvvhFch/hQs+oowmOcRITEaDs1NfOYN2++6jh5adMmaQcpRLH2sVSf/YZNqqPkhUWLlgDQ\nl5BRazH9xh2HMcdh4cLcbgMBKayz4vbb34FhGMQH3pTpZjEl8cGz4Drcdde7ZNeCGbJu3Q34fD6i\nbaPy/iwQyfEEiYEotr2GsrJy1XHywooVqwDoTMjMrJh+HenrauXKVYqTXJkU1lkwa1YFN920HSc2\nTHKsS3Wc3KEbU/t6gXGdJPHz9QSDRWzffqvqOHnL7w+wYcNmnDFpBykUsbZRALZu3aY4Sf5YvTp1\nEmybFNaXZV5igORSXxcp7fHUdbV69fWKk1yZFNZZsnPnvQDEBkKKk+QO3Qyi+Up/8Wu+UnQzqChR\nbkkMN+MmItxxxzsJBGRx1Uy66abtAETTBZfIb9G2UXRdZ8uWraqj5I2SklIWLlxMdyJBQmZ+LqlI\n1yl/2+DRLN2Qg3WuoD0RJxAIsGTJUtVRrkheySxZvHgJtr2G5FgXifEe1XFyRrD2FiD1pK77SgnU\n3qI2UI5wnQSx/jp0Xecd79ipOk7eW7t2PcFgkFjbmLSD5LnkSIzk+Rhr166npKT0yv+CmLQ1a64n\niUuXjFpf1j0lpRPF1yzd4G65Di9r1Eky5CSx7TUYRu7PaEthnUX33Xc/uq4Tad+Hk5ADKQCMwCw0\nKwhmkOLl78EIzFIdSTnXdYl0HsKJjfDOd97D7NlVqiPlPcuy2Lx5K044IYfF5Lloq7SBzJQ1a1LT\n9NIOcnmzDZNiXadE0/hIeQWzDVN1pJzWlm4DyVxfuU4K6yxasWIV9913P24iTKR9L65sSzRBFua9\nJX6+nsRwM8uWLefDH/6I6jgF45ZbbgMg2iynpOYr13WJtozi9/tTuzWJaWXbazBNk+aYrFWYDLnv\nTU5TPHU9rVt3g+IkkyOFdZa9613vZePGzSTHe4j1nlQdR+SYZHiAaPcRiotL+NznfhfTlJGMbFm5\n0qaqag6xjnHchDz05qNEXwRnPMGNN94sh8LMgEAgwHXXrWPASTIsh8WIaZBwXdoScaqra3L+KPMM\nKayzTNM0HnjgwdQNvP+0nMgoJrjJGJH2PYDLZz7zBWkByTJd17nllttwEw7RdtnTOh9lZiMysxNi\n+mX2BW+My6i1uHbtiThx12Xjxs2qo0yaFNYKFBUV84Uv/B6maRLpOICTCKuOJBSb6KuOj/He97zf\nM1Ne+SazraG0g+QfN+EQ6xhnzpy5rFxpq46TtzKFdZMU1mIaNKXbijZskMJaXMHixUv50Ic+gpuM\nEuk4KDsRFLjEcDOJkVZWrFjJ+99/n+o4BWvOnLmsXn0dib4IyVFZgJVPom2juAmH7dtvRZetzWbM\nrFkVLF26nM5EnIgjLVXi6rmuS1MiRklJycQBRF4gny4K3XXXPVx33VqSY53Ez9erjiMUceJjRLte\nx+/386lPfd4T2wnlsx07bgdk1DrfRJtH0DRN2kCyYMuWrbhIO4i4Np2JBOOOw6ZNN3rqYdg7SfOQ\nrus88MCDFBUVE+s5ihMdVh1JZJnrOkQ69uM6cX7jN36TuXOrVUcqeJs3byUQCBJtkSPO80VyJEai\nP8p1162lqmqO6jh5b8uWmwCoj0UVJxFeVh9PXT833niz4iRTI4W1YhUVlXziEw/gOknCHfvlRl5g\n4gNnSY73smnTjRMjpUItv9/PzTdvxwkniHfL+od8EEnPPtx66x1qgxSIOXPmsnTpMtoSccLSDiKu\nguO6NMRjlBSXsHr1darjTIkU1jlg69ab2bBhE05kACcmo9aFJD7UiGVZ/OZvPiB7muaQTAEm7SDe\n5zouseZRiouL2bhxi+o4BePGG2+WdhBx1brSbSCbt2z1XHukFNY5Yv36jQAk5bjzguHwWbE9AAAg\nAElEQVQmozjR8yxfvpLS0jLVccQFlixZRm3tAmKd4zhR2Y/Xy+Ldqdfw5ptvwbIs1XEKhrSDiGtx\nLt0GkrmOvEQK6xxh22sASI73Kk4isiWRfq0zr73IHZqmpVpzHJdo26jqOOIaZGYdduy4Q22QAlNV\nNYdly1bQnogzLu0gYgqSrkt9LEZpaZnn2kBACuucUVMzj7KycpLjPdJnXSCSUljntJtv3oGu60Sb\npB3Eq5xokljnOAsWLGLRosWq4xScm27ajouMWoupaU/EibgOW7fe7Lk2EJDCOmdomoZtr8FNRHDj\ncupbIUiO92IYBsuWrVAdRVxEeXk569dvJDkUI3FeCgMviraOgpvaQlHWMGTf1q03o2kaZ6WwFlOQ\nuV5uumm74iRXRwrrHFJcXAyA60pPZ0FwHSzLh8/nU51EXMKOHak9j2URozdFm0fQdZ2bb75FdZSC\nVF4+i9Wrr6M7mWA4Kfc1cWUJ16UxHmP27CqWL1+pOs5VkcI6h0Sjqac0TTcVJxFZoRvEYlFp/clh\n69dvpKS0lFjrGK4jr5OXJM5HSQ7FuOGGTZSVyeJgVTIPNTJqLSajOR4j7rps3brNs7NMUljnkInC\nWpPCuhBouonjOCQSCdVRxCWYpsm2m3fgxJLEu8ZVxxFT8NaiRdkfXqXNm2/ENE3OyiCCmIQ30w9g\n27Z5d5ZJCuscEo1GUr+REeuCkHmAyjxQidyUOQI7Iu0gnuE6LrHWMUpKS1m37gbVcQpaUVExGzZs\nYtBJ0iftIOIyIo5DSzzGwoWLWLBgkeo4V00K6xziTGxJJE/1hcBNv86OIzebXLZo0WIWLlxMvEv2\ntPaKeNc4TizJ9m07ME0ZqFBt27YdALwZiyhOInJZfTyKw1vXi1dJYZ1DFi9eAkAy3K82iJhxruvi\nhAeYNatCDofxgB07bgMXoi0yau0FkfQWibfcIm0guWDdug0UFxdzLh7DkXYQcQlvRqNomubZ3UAy\npLDOIStX2oAcElMI3PgobjLCqlW2ZxdoFJKbb74FwzSJNo1In2iOS4YTxLvHWbx4KQsXenc6OZ+Y\npsnWrdsYdxzaEnHVcUQOGkom6UomWL36OioqKlXHuSZSWOeQ5ctXAZAM9ylOImZa5uEp8zAlcltp\naRmbN91IciROYkB64nNZtHkEXLj99neojiIukFmrcCYq7SDil51JtwllrhMvk8I6h5SVlVEzbz5O\nuA/XkZ0i8llivAeQwtpLMoVatHFYcRJxKa7rEm0awef3e346Od8sXbqc2toFNMZjhOWIc3EBx3U5\nE4sSDAbZsuUm1XGumRTWOWbjhs24ToJI5yGZcs5T8ZE2EkNNzJ5d5emVz4XGttcwd241sfYxnJgs\nYsxF8Z4wzniCm2/aTjAYVB1HXEDTNG677U4c3tpSTQiAlniMccdh27YdeXFgmhTWOeYDH7iP5ctX\nkhhuJtZfpzqOmGbJyHmiHfvx+Xx88YtfRtflLegVuq5z22134iZdoi2jquOIi4g0pGYTbrvtTsVJ\nxMVs27YD0zCpi0Zk4EhMqEs/aOXL+1bu6jnGsnx88Yu/T0VFJbHeN4iPtKmOJKaJk4gQaXsN10nw\nqU99fmIXGOEdt956B6ZlETk3JIVBjkmOxol3jrN06XKWLl2uOo64iJKSUjZt3sKgk6RTDsYSwKiT\npDkeY/HiJSxatER1nGkhhXUOKi+fxe/8zh/g8/mIduwnGTmvOpK4Rq6bJNK2Byc+xgc+8CG2bNmq\nOpK4CqWlZdyy/Vac8QSxDjmJMZdE6ocAuPvue2WnnRz2znfeA8CxaFhxEpEL3oiEcYF3vONu1VGm\njRTWOWrx4iV86lOfS/Vbt71KMjqkOpK4Sq6TINK+j2S4lxtvvJn3ve+DqiOJa7Bz570ARM7JezJX\nOLEk0eZRKioq2bxZHlpz2cqVNitWrKQ5HmMgKaPWhSzqOJyORZlVPsvzh8JcSArrHLZly03cf/9H\nceLjhJtfIjHWrTqSmCInEWW85eckRtqw7TV88pOfldE0j5s/v5a1a28g0R8hMSiLsHJBtGkEN+Fw\n1133yEmLHnDvve8D4HhERq0L2alohLjrcvc9786r960U1jnunnvew6c//Xl0HMKtu4gPNamOJCbJ\niY0Qbn4JJ9zHTTdt58tf/iP8fr/qWGIa3HPPuwEIhwYVJxFu0iFybhif3583i5/y3Q03bKKmZh5v\nxqKMOrLDTiFKuC5vxCIEAsG823NeCmsP2LZtB1/+8h8RDPiJdOwn2ndKFk7luGS4n/Hml3BiI7z7\n3b/Cpz/9eSzLUh1LTJPrrlvLsmUriHWMy6i1YpGGYZxIgp133UNxcYnqOGISdF3nXe96Lw5wVEat\nC1JdNELYcbjzzrsIBotUx5lWUlh7xJo11/Mnf/KXVFbOJtZ7gmjXIVxXNtnPRYmRdsItP4NkjI9/\n/JN86EO/Ltvq5RlN0/jgBz8MwHidjFqr4iYcIm8OEQgEueee96qOI6Zg+/Zbqa6u4VQ0Qr/0WheU\nsONwKDJOMBicmP3LJ3K395Da2gX86Z/+TxYtWkL8fAORzoMycp1j4iNthNt2Y5kGX/rSV7jzzrtU\nRxIz5Lrr1rJq1WriXePEB+SYZhUi9cM40SR3330vJSUyWu0lpmnykY98AhfYPT4m97ICciA8RtR1\n+cAHPkRZWbnqONNOCmuPqaio4A//8M9Ztmw5iaEmol2vywdSjkiMdhJp34vP5+MrX/ljNmzYpDqS\nmEEXjlqHTw3K+zDLnLhD+Ox5ioqKuPvu/Bv1KgTr129gw4ZNdCTiNMRjquOILOhNJKiLRZk/v5Y7\n79ypOs6MkMLag4LBIL//+3/IwoWLiZ8/R7TnmNzUFUuM9xBp341p6Pzu7/4BK1faqiOJLLDtNaxd\nu554b1j2tc6y8OkB3JjDvff+CkVF+dWjWUh+/dc/jmmY7A2PEZf7WF5zXZfXxlOn1n70o7+VVzuB\nXEgKa48qLi7hK1/5Y+bNm098IESs76TqSAUrGe4n0voqugZf/OLvs2bN9aojiSz6yEc+gWGajL/R\njxuXdQ/ZkBiMEqkfprq6hrvvvld1HHEN5s6t5p53vYdRx2F/eEx1HDGDTkYjdCcTbNmyNa/vk1JY\ne1hZWRl/8Ad/ypw5c4n1nSLWf0Z1pIKTjA4Rbt0FbpLPfvZLrF+/UXUkkWXz5s3n3fe+DyeckIWM\nWeC6LqNHewH4xCcekN128sB73/sB5s+v5WQ0wtmY7LKTj7oScfaGxygtLeMjH/lN1XFmlBTWHldR\nUcF/+29/Snl5BdHe43L8eRa5rkOkYz9uMsYnP/lZOaa8gL33ve9n7txqIvVDJM5LYTCTIvXDJM/H\n2LZtR16PehUSv9/PF77w+wT8AX4+PionMuaZsOPwwtgIrqbx4INfoqKiQnWkGSWFdR6oqprDb//2\np8B10zuFyHR0NsQHQjiRQbZt28Ett9ymOo5QyLJ8fPzjnwQXRo/04TrSKzoTkuNxwqcHKSoq4v77\nP6o6jphG8+bN55MPPEjCdXl+dISY3MfyguO6vDg2wpjjcN999xfEw7AU1nli/fqNbNu2AycyQHzg\nTdVx8p4THSbWezI9rfVx1XFEDrj++nVs334ryfNRxk/0q46Td9ykw8j+HtyEw/33fywvt+kqdFu2\nbOWee97DeSfJz8dGZVF+HjgUGac9EWfjxs0TR9nnOyms88hHPvJxSkvLiPWewImNqI6Tt1zXJdJ5\nCNdN8rGP/RYlJaWqI4kc8bGP/Tbz5tcSqR8m2jqqOk5eGTveT/J8lFtuuY0dO25XHUfMkPvuu5+V\nK23q4zH2h8eluPaw09EIRyJh5syZywMPPIimaaojZYUU1nmkpKSUj33st3DdJJGOA9ISMkPig2dJ\nhnvZtOlGtmy5SXUckUMCgQBf/MLv4w8EGDvSS2JI+q2nQ6RxmGjTCIsWLebjH/9kwdygC5Fpmnz+\n879HTfU8jkXDHJDi2pNORyPsGh+lpKSE3/mdP6CoqFh1pKxRVljbtv3/2ba9z/6/7d13fFR1vv/x\n10z6JCEkIUSkSFG/UmwgoiiigGJDQBQFVlFApbiIfXd/u9efD/fu3m13FXtf27Uv6oq90ZFFYkP8\nIugKhJZAIJmSqef+MeMuy6UEnGQmyfv5ePAgmTlnvp+BnJz3fM/3fL/GLDbG9N/tuWHGmGWJ53+V\nqhqboxNOGMAJJwwgGqgmVP1VqstpcaL1Owhu/eyfH2J0gpfddehwKFMmT8OJOniXbiUWiqa6pGYt\nUhPE/9k2PB4PM2ZcT3Z2dqpLkkZWVFTELbf+kvLyQ6gIBvi4XuG6OVm1S6i+5ZZf0rFjp1SX1KRS\nEqyNMYOBI6y1JwOTgdm7bTIbGAOcApxljOnVxCU2Wy6Xi4kTJ1NSUkqoeiURf1WqS2oxnFiE+srF\n4ESZNOka2rZt2Xc2y8Hr168/5557AVFfGO+yrThRXT06GFF/mLqlW8CBa675KWVl7VNdkjSRtm2L\nueWWX8XDdb3CdXOxKljPR4lQffPNv6RTpy6pLqnJparHeijwCoC1dhVQbIxpA2CM6Q5st9aut9bG\ngDcS20sD5ecXcPXVM3C5ILhxCU5US8UmQ3BLBbFQLUOHDtdy5bJfF144lmOOOY7w1gB1S7fgRBUK\nDkTUH6Z2/iZigQhjxlzC0Ucfm+qSpIkVFyfCdftyKuoDLFO4Tms/hOr8/Hio7ty59YVqSF2wPgTY\ntSu1KvHYnp7bCnRoorpajCOPPIoRI0YTC/sTN9rpl9GPEa5dT3jHWjp16sLYseNSXY40A263mxkz\nZsWXPN8SoG7pZoXrBor6I9Qu2ETMH2HUqIs499wLUl2SpEhxcTG33PoflLcvZ0V9gHl+L1Gdz9KK\n4zgsD/j/GapvuaX1hmqAdFmofV8DVRs0iLW42ENmZkaSymkZJk26nG++WcWqVauo37iE3A4n4nKn\ny3/5v2QWpvcBGN7xLfWbl5Odnc3Pf34rhx5amuqSpBm5/fbb+PWvf01FRQV1H2+hcEA5roz0GJuf\n3TH9biiK+iPULdhIzBdh/PjxjBunD7KtXVlZIb/7/e+44447WLV2LTXRKMML2uBxN9/5F7pn5aS6\nhKQIOw4f+upYGw5R1q4d/3HbbXTt2jXVZaVUqlLWRv7VQw1wKLBpL891TDy2TzU1/qQV15Jcc81M\n7rnnv1mz5hv8wTryOp+KOyu9Tqa55celuoQ9cpwYwS2fEq5ZTV6eh2nTZpKXV0xVlaYylAMzdep1\nzJ79J1au/CKtwnX+0en1IfGfPdW+CBdccCHDhp2v400Ssrnppl/y+OMPsmzZUl6u28HZ+W0oy0y/\nzqKGGNgCZsmoi0Z5y1dHdTTCEUcYZsyYRX5+Uas5ZsvK9jzVrisVQwSMMQOB2621Zxpj+gKzrbWn\n7vL8SuA8YAOwBJhgrd3nqidVVXW6NrQX4XCYZ575C/Pnf4grM4fcjqeQ6dFNQPviRIIEKhcR9W+l\nw6EdmfnTGykvP2T/O4rsRSgUYvbsP/LVV1+SWZZL4YBy3Nm6yvaDyM4gdUu2EPPHQ/WoUReluiRJ\nQ47jMHfuq8yZ8yIZwBmeAg7Pbhm9v83JxnCYd/x1BGIxBg8ewoQJV5DZTD/kHKyyssI99o6kJFgD\nGGP+CzgNiAEzgOOBndbaOcaY04DfJTZ92Vr7x/29noL1vjmOw0cfvcczzzxBzHHIKe9LVtvDNV3c\nHkTrd1C/YQGxsI/jj+/HlCnTycvLS3VZ0gKEQiEefPBuKio+ISM/i8KB5WQUavq40EYf3uVVOJEY\nF144lvPOG6nfTbJPFRWf8NBD9xAMBumbm8eJuR79zDSRr4L1LPB7we1m/PiJnHHGsFb5b592wTrZ\nFKwbxtpV3HvvnXi9dWQWdSWn/XG4M3NTXVZacJwY4R3fEdpagROL95pdcMGFuJvxOD5JP7FYjDlz\nXmDu3NdwZbkp6N+e7EM8qS4rJRzHIWB3EPiqhuzsbK66ajr9+p2Y6rKkmais3MDsu/5AVXUVHTOz\nGJJfQIFbV4EaS8iJscDvY3UoSH5+AdOnX0fPnr1TXVbKKFjLP1VXV3HPPX9m3bp/4HJnkdWuF9nF\nR+Jqxb+QIt7NBLd+Siy4g5ycHKZMmaYTvDSqJUsW8vjjDxGJRvAcXUpujzatqtfHicbwrqgmtN5L\ncUkJ1828iS5duqa6LGlmvN46Hn30AT77rIIcl5szPPl009CQpNscCfO+z0ttLEq3rt2ZOm1mq59X\nXsFa/k0kEmHevPd55ZWX8fm8uLLyySk7hsw2XVrVyT0a3Elwy6dEfZtwuVyccsppjB59McXFJaku\nTVqBtWvXcPfdf6K2dic5hxWSf3w7XO6Wf/zFAhHqlm4hUhOkR48juPbaGygqKkp1WdJMOY7DBx+8\nywvPP0M4EqZXdi4DPflktaJzWWOJOQ4r6gMsr/eDy8W5517AyJFjWt146j1RsJY98vt9vP76K7z7\n7ltEo1HceaXktj+eDE+7VJfWqGKRekJVXxLesRZwOOqoXlx66U/UYyZNbvv2bcy++0+s+/4fZBTn\nUHhiezLys1JdVqMJbw3g/ftWYsEoAwcOYuLEKWRltdz3K02nsnIDDz5wNxsq19PWncGw/MJmO2tI\nOqiLRnnPX8fmSITi4hKuvnoGxvRMdVlpQ8Fa9mnr1i289NKzLF++DIDMws7ktD8Wd3ZBiitLLicW\nJbR9NeFtX+HEwpSXH8Ill0zg2GP7tqqeekkvwWCQp556jMWLF+DKcpPft4ycNJxj+sdwHIfAqhoC\nX+8gIyODiy8ez5lnnq3jTpIqHA7x4ovP8d57b+EGBuR5ODYnTz9nB+ibUJD5fi8hx+GEEwYwceJk\n8vNbVh74sRSspUG++cby3HNP8913a8HlJqttD7JLe+HOat6zYvzzxsRtK3HCfvLzCxg1agyDBw/V\nJS1JGwsXzuOppx4jHA6T26MNnj6laTHf9Y8VC0So+/tWItX1lJa2Y9q0mXTvfniqy5IW7IsvPuPR\nR++ntraWQzOzOMNTQJuM1nsfUUPVx2Is8HtZEw6Rk53D+AkTOfXUwfpgsgcK1tJgsViMZcuW8te/\nPk91dRW4MsgqPpzs0p7NbgYRx4kR2fk9oeqVxMJeMrOyGDb0LM4/fxSeFjBBv7Q8lZUbuO/+u9i0\nsZKMttkUDihv1kNDQlv8+JZXEQtG6du3P5MmXa1jT5pEbe1OnnjiESoqPiHL5eLkPA+9snMVEvfi\nu1CQeQEfgViMHj2OYMqUqZSXd0h1WWlLwVoOWCQSYeHCefztb3OoqdmOy51JVvGRZJcaXBnpfde1\n4zhEatcRqv6SWKiOjIwMBg8ewnnnjaK4uDjV5YnsUzBYzzPPPMHChfMSQ0PakdOxeV2GdWKJoR82\nPvRj7NgJDBs2XKFGmpTjOCxduohnnv4L/oCfTplZnJ5fQGErngVrd8FYjIWB+DR6mZmZjB59McOH\nn6epZvdDwVoOWjgcYt68D3n99Veord0Zn6KvxJBdYnBlpFdPmuM4RLyVhKq+IBbcidvt5tRTBzNi\nxGhKS1v2DZnS8ixaNJ+nnnqMUChEbvc2eI5uHkNDdh360a5dGdOmXUe3bt1TXZa0YjU1NTzxxMN8\n/vmnZLtcDMzL56jsnFb/Qe/7cIh5fi++WIxuXbszafJUOnbslOqymgUFa/nRgsEgH374Hm+88Rpe\nbx2ujGyySo4iu+RIXO7Uj1OOeDcRrPqcWH0NLpeLgQMHMWLEaNq3L091aSIHbePGSu677042bqwk\no20OhQPSe9aQXWf96NevP1deqaEfkh4cx2Hhwnk8++yT1NfX0yUzi8GtdFGZoBNjsd/H16EgGRkZ\njBw5hnPOGUGGxqE3mIK1JE0gEOD999/mzTdfJxDw487KJ6e8L5mFHVNSTyzkJbilgoi3EpfLRf/+\nJzFy5IV06JCaekSSLRis5+mn/8KiRfPjqzX2KyP70PQKq7vP+qGhH5Kutm2r5vHHH+Krr74kx+Vi\nkKeAw7OyW83PamU4xAd+L95YjM6dD2PKlGl07twl1WU1OwrWknR+v5/XX3+Fd955g1gsRmZBR3IO\n6Ys7q2lO+PGp875OTJ0XxZiejB8/Ub8gpMX6t1lDDi/C06ckLRaUidVH8P69inBVQLN+SLPgOA7z\n5n3A8889TTAUpEdWNoM8BeS14HHFEcdhacDHF8F63G43558/ivPPH6WZsQ6SgrU0msrKDTz11GOs\nXv01LncGWaW94zc4uhrvklLEt5ng5k+Ihepo06aISy6ZwEknndJqehyk9dqwYT333XcXmzdvJLMk\nh4IB5WTkpe7EGK6ux7tsC7H6KMcd14/Jk6/RfLfSbGzduoVHHrmfNWtW43G7Od1TwGFZ2akuK+m2\nRsK87/eyIxrlkEMO5aqrptGtW49Ul9WsKVhLo3IchyVLFvL8889QV1eLO7uQnEP6kZl/SFLbiYX9\nBLd+SqR2HS6XiyFDzmL06Is0hlNalfr6ep588lGWLl2EOy+TwpPLyWzb9DP1BNfV4VtRjQsXF100\njuHDz9WHW2l2YrEYb789lzl/fYFINErP7BwGevLJdjX/3uuo4/BJvZ8V9QEc4Mwzz2HMmEvIzm55\nHx6amoK1NAm/38ecOS/ywQfv4jgOmW0OI7dD/6Tc3BjasZbQlgqcWITu3Xtw2WWTOOywbkmoWqT5\ncRyHt956nRdffBZXppuC/u3J7uBpsrZ/GE+dl5fHjBnX06tXnyZpW6SxbNiwjocfvo/169dR6HYz\nxFPIoVnpe6Pw/myPRnjfV0d1NEpJSSmTJ0+lZ8/eqS6rxVCwlib1/fff8eSTj/Hdd2tx55aS1/k0\n3JkH16PmOA6hqi8IbfsKjyefiy8ex6BBp2uOTRFg+fJlPPTwvUQiYTzHlJLXo6hR23OiDt4VVYTW\neyktbcesWbdoei5pMSKRCK+++jJvvPEajuPQP9dD39w83M3sSszXwXrmB3xEHYdTTjmNceMux+Np\nmg/erYWCtTS5SCTCX/7yMIsXL8CdXUhe58G4sw9s7KXjxAhuXk54x7eUlbXnxht/runzRHbz7bdr\nmD37j9TW1saXQj+mtFGGZMSCUeqWbiGyrZ7u3Q9n5swbadOmcYO8SCqsWbOaBx64m+3bt9EpM4uh\n+YV4mkFnTthxWOD3YkNBPHkerpx0Df369U91WS2SgrWkhOM4vPTSc7z55t9wZeaR13kwGbltG7Zv\nLEJ95RIi3kq6dOnK9dffSlGRTuIie1JdXcWdd/6ejRsryergoXBAeVJnDIkGItQt2ETUG6Z//5OY\nPHmqxmlKi+b1enn00fv57LMKPG43Z6b50JCaaIS3fXXURKN07dqNadOuo6ysfarLarEUrCWl3nnn\nTZ577ilc7ixyOw0iM3/fB7sTDeJfv4BYoJpevfowY8b15OXlNVG1Is2T3+/n3nv/zKpVK8nuXEDB\nCWVJ6bmOhaLUzt9EtDbEOeeMYMyYSzQUS1qFH25sfPnl53FiMU7M83B8Tl7a3aS7OljPvICPiOMw\ndOhwxo4dT1YafwhoCRSsJeU+/ngxjzxyP9FotMH7DBgwkMmTp2qeTZEGCgbr+cMffsO3366Jz3V9\ndMmPCgFOJEbtwk1EtgcZNuxsxo27LO1ChUhjW736ax544G527KihS2JoSG4afLiMOA4L/V5WhYLk\n5uRy5aSr6d//pFSX1SooWEtaWLVqJW+88RrhcHi/2/bufTTnnTdSPWMiB8jrreO3v72dTZs24uld\nQp5p2PCr3Tkxh7qlWwhv9nPSSQOZMmW6jkdptWpra3n44XtZufILitwZnF/QhjYpXAK8PhbjTW8t\nm6MROnc+jOnTr6O8PLlT3MreKViLiLQi27dv4z9/cxs127eT37cduV3bHND+juPg+6SK4Dovffoc\nw8yZN+nKkbR6sViMOXNeYO7c18hzuzkvvw1lKTgu6mJR5nprqYlGGTBgIJMmXU1WC1zYJp3tLVir\n60FEpAUqKSnlxht+jic/H19FNeGqwAHtH/h6B8F1Xrp168H06bMUqkUAt9vNmDGXMmHCROodh1e9\nO9kQDjVpDduiEebU7aQmGuWss87lqqumK1SnEQVrEZEW6tBDOzLruptx4cK3ohonGmvQfpGdIQJf\n76C4pIRZs24mNze3kSsVaV6GDh3O1Kk/xXG7meut5ZtQsEna3RgO82rdTnyxGGPHTuDSS3+i4Vlp\nRv8bIiIt2OGHH8mZZ55D1BcmsGrHfrd3HAdfRRU4Dpf95EoKCw9sCIlIa9G//0lcf8PPyM7N5T1f\nHZ/VH9hVoQP1bSjI675awi4XV101nbPPPq9R25ODo2AtItLCjRp1EaWl7Qh8s5PIzn33rAW/qyOy\nPcgJJwzguOP6NVGFIs1Tz569+dnPbqOoTRGLAz6+bKRwvS4c4h1fHZlZ2cyadTMnn3xqo7QjP56C\ntYhIC5ebm8tll00Cx8G3opqoL0zU/3//RHYE8a/cTl5eHhMmTEx12SLNQpcuh/HzX/x/CgsKWRjw\n8X2Sx1xXRyK846sjIzOTG278GX36HJvU15fk0qwgIiKtxIMP3sPHHy/e73YTJ05h8OAhTVCRSMux\ndu0afv+7OyAaYWRBUVJmC/HGovw1MaZ62rSZmqM6jWi6PRGRVs7r9TJ37qvU1dXudZtOnTpz1lnn\n6oYokYOwfPky7r//LjwuFxcWFlHgPvh5rkNOjFfraqmORrj44nGcc86IJFYqP5aCtYiIiEgje+ut\nubzwwjOUZmQwqrCIbNeBf0iNOQ5vemtZFwlz+ulDueyySVrxNM1oHmsRERGRRjZ8+LmcccYwtkWj\nLPT7Duo1KuoDrIuE6dPnGCZMuEKhuhlRsBYRERFJEpfLxfjxEzmsS1dsKEjlAd7MuDMa5ZNggKI2\nRUyd+lMyUrhsuhw4BWsRERGRJMrIyODyiZNxuVzM9/uINnDYreM4LPB7iToO41ODw10AAAkkSURB\nVMZfjseT38iVSrIpWIuIiIgkWbduPRgy5Ex2xKJUNHB+67XhEOsjYXr3PlozgDRTP34uGBERERH5\nP0aPHsvy5ctYUbuTthkZZO1nrPSigI+szCzdrNiMKViLiIiINAKPx8P48Zdz//2zeddX16B9Ro+8\niPbtyxu5Mmksmm5PREREpJE4jsPSpYuoqdm+323z8vIYNOgMMpOwuIw0Ls1jLSIiIiKSBJrHWkRE\nRESkESlYi4iIiIgkgYK1iIiIiEgSKFiLiIiIiCSBgrWIiIiISBIoWIuIiIiIJIGCtYiIiIhIEihY\ni4iIiIgkgYK1iIiIiEgSKFiLiIiIiCSBgrWIiIiISBIoWIuIiIiIJIGCtYiIiIhIEihYi4iIiIgk\ngYK1iIiIiEgSKFiLiIiIiCRBZioaNcZkAo8CPRI13GStXbjbNmFg0S4PDbXWRpuuShERERGRhktJ\nsAYuA3zW2lONMb2Bx4ETd9tmp7X29CavTERERETkIKQqWD8NPJv4ugooTVEdIiIiIiJJkZJgba0N\nA+HEt7OA/9nDZrnGmP8BDgNettb+d1PVJyIiIiJyoBo9WBtjpgBTdnv4Nmvt28aYGUBfYMQedr2J\neM+2A8w3xsy31i7fWzvFxR4yMzOSVbaIiIiIyAFxOY6TkoaNMZOBi4FR1tr6/Wz7e2CVtfbxvW1T\nVVWXmjciIiIiIq1KWVmha0+Pp2pWkO7AVGDwnkK1McYAtwETgAzgFOClfb3m3t6giIiIiEhTSNXN\ni1OI37D4RjxDA3AWcAMwz1q7xBizHlgGxIDXrLXLUlKpiIiIiEgDpGwoiIiIiIhIS6KVF0VERERE\nkkDBWkREREQkCRSsRURERESSQMFaRERERCQJFKylyRhjrjDG/DHVdYhInDGmjzHmo8TXr6a4HJEW\nwxhzujHmpd0eu9MY020f+/zDGFPQ+NVJY0rVdHsiIpJGrLUjU12DSEtmrZ2V6hqk8SlYS5MzxlwH\nXJr49hXgZeBua+05xpiBwBtACfErKp9aa/ukplKR9GaMuQIYDLQDegP/DxgH9CK+wNYJwHji6wG8\nYq39kzGmE/AiEAQ+2+W1qq217RI92Ndaa780xlybeO2PgOuACNAX+E/gbOB44GZr7SuN/mZFmp8C\nY8zTwLHEj7khwLXAjsT3IWA+MMhae3pin2uNMecSz2fDrbV1TV61/CgaCiJNrRtwBTAo8ecSwAE6\nGWNcxFfZrCAeEo4jvkiQiOzdEcAFwG+BnwOjE1//ArgIOBU4DRhjjOkCzASeS5zINx5AO8cBPyG+\nau5/AVcmvr4iGW9CpAXqBVwNnAz8dJfHrwdesNYOBnJ22+dLa+1pwPfA0CapUpJKwVqa2vHAUmtt\nxFobARYR/zT/BXAkcCJwH/FfRKcQ7ykTkb1bbq11gE3A59baKLAFOIZ46P4w8acQ6Er8ZL84se9H\nB9DOZ9baYKKd1dZaX6KdoiS8B5GWaIW11m+t9QKuXR7vSfzcB/DabvssTPxdiY6tZklDQaSpOfz7\nL5hs4pepPwJOAjzEQ8DvgQLgxiauT6S5iezl6xLiPdPX7LqxMeZW4scc7LlzZdfleLMa0M6ux7OI\n/EtkL4+7+NcxuPvy1zq2mjkFa2lqFcDJxpgffvYGAL8BcoF7gZXW2mpjTBlQYK1dn6I6RZq7T4Az\njDEeIADcCfwMsMTHXn8CnLGH/WqBDsCXxK8afdkk1Yq0HmuJH4PLgXNSXIskmYaCSFP7B/AQMA9Y\nADxirf3eWmuJX6JektiuBliTkgpFWoZ1xMP0fGApsNlaGwDuAiYZY94Givew30PAvcaYuRzYGGwR\naZi7gGuMMe8R75WOprgeSSKX4+x+FUJEREREGoMxpjfQ1lq7yBgzDjjDWnt1quuS5NBQEBEREZGm\nUwc8aIxxiI+1vjLF9UgSqcdaRERERCQJNMZaRERERCQJFKxFRERERJJAwVpEREREJAkUrEVEmpgx\n5h/GmFMbsN0lxpg2TVTTVXt5/IrEtGCN3f5HxpifNHY7IiKNScFaRCR93Q40erA2xhwC3NLY7YiI\ntHSabk9EJIWMMR8BrwEXAt2IL+gyHngUMMBHxpgriK+AeDfx1UozgTustY8nXsMBfgFcQXyhJQPc\nT3wFxSBwpbV2uTGmAHgKOArIAd4HpgOLgU7GmK+BY6y1oQbW3mv3doAVQCVwvrX2k8R2s4CTrLWX\nGmOuBm4gvtrqEmBSYuEaEZFmTz3WIiKpNwI4EzgSGAIMtNZOSjx3urV2IfAn4nPeHkU8XN9ujOmz\ny2u4rLUGcIBXgCettUcCU4FXjTGZwERgh7W2Z6KtCNAbmASss9YedQCh2r2ndoifV+YAF+yy+Wjg\nBWPMIOAOYIi1tiuwM/G9iEiLoGAtIpJ6L1lrA9ZaH7Aa6LKHbUYAd1lrY9baKuCvxHu5f/B64u+j\ngPbAYwDW2kVAFTAQ2AqcbIw5C8iw1k6z1n56kDXvq52XSARrY0w74FjgjcR7eN5a+8NS6Q/s9h5E\nRJo1DQUREUm9nbt8HQUy9rBNW+K9vpHE93nAi7s8v32X7TzAKmPMD8+1AUqttS8aY0qI9xIfZYx5\nmviwjIOx13aID23paIzpAgwD5lpr640xbYHRiWAP8c6d7INsX0Qk7ShYi4g0DxuBUdbaLxuwXa21\n9qg9PWmtfZD4csodgZeBy4FvDrKevbZjjHmFeA/1cOLjxX/Y5wlr7U0H0Z6ISNrTUBARkfQVId4z\nDPHxy1MBjDGZxpg/G2P67mGf74ENxpiLEtu2M8Y8a4zJN8b8yhgzCcBaWwl8R3xMdhgoSIzDbqi9\ntpN4/iXiwfpE4K3EY68BFxpjyhL7jDTG3HoAbYqIpDUFaxGR9PUCsNgYMxb4FVBkjLHASuLDRT7f\nfQdrrQNcClybmOVjPvB+Yvz2U8BlxhibeC6UeOxz4kNJNieGb+zuZGPM17v8WbCfdgA+AE4A3rXW\nBhO1rQB+Q3ymk1XEh6G8+qP/lURE0oTLcZxU1yAiIiIi0uypx1pEREREJAkUrEVEREREkkDBWkRE\nREQkCRSsRURERESSQMFaRERERCQJFKxFRERERJJAwVpEREREJAkUrEVEREREkkDBWkREREQkCf4X\nJlqAAwtpIcMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fc29cd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df['num_features'].ix[train_df['num_features']>17] = 17\n",
    "plt.figure(figsize=(12,10))\n",
    "sns.violinplot(y=\"num_features\", x=\"interest_level\", data=train_df, order =['low','medium','high'])\n",
    "plt.xlabel('Interest Level', fontsize=12)\n",
    "plt.ylabel('Number of features', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b8f54cec-409f-a027-9d95-fd9b45fa5582"
   },
   "source": [
    "**Word Clouds:**\n",
    "\n",
    "Next we shall look into some for the text features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "_cell_guid": "59a69609-a781-fc35-5853-258a00accbc9"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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pVvkYrS0sHDuGb7z6BklxseSlpISUccfC+XzlpVcZl5bqtcj++JwlfGf1W1gt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\ncuAZttUvtdrfegC4MOdq9jfvAOBgy14eOvA9ChO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m2fhP2vPh216YRmbMe5Q1vkt9205k\nMjXBmimkhv0FtbKn3Ysb/ktZ4/sAaPUNBGumEOa70Ea+7YVpTI7/gfKmj6ls+RoAnb6VIHUWmTHv\nAXCg7EJCNDNICXtE+F1+7ZPUtW0HICt+rdv1sqd4Jp26Khz5jZqXE3Ba1t5jQC7T2NxXTDuIKYM7\nmNrL1FaA3fYSc08xz0iH1rgDWl7tEzR27KNLVw/oARkaZTxTErb0uizOcNYfTH3BVAZX7WByF3Gn\nP2j1DQCi+4NOb9y6WWx/6G1fAET3h/q2nQBe6A+2iNU3YspwsHw5rV2n0OlbOVF1t/FklfG/geKn\nPOQN2f+8vYkde/Mor2ywO81aWd3Ev9/eREl5HQ1NbdTUtRDgr+acrFQevfd8APb8YtxS9KEnv6S2\nvoVh8WE8cPtiMtLEP4QlZ+r5vxvnERURCEBosJ/F9TnLjfufP/b7C3jtw+00t3YwMyuFB25fjK/G\n6Jei0+l5+9OdrNtynM4uoy/LrCmp3HvzAjRq+2msrwO0tXfx7Os/snN/PgF+apYt9Y5f4pwrnuPx\nP1zIqx9ut1tv9z/xOQBFZXVUVDdy158/RiE3WtWr37rLYXkAmzLNu/J53nrmep58eR2nS2pJS4rk\n1SevFS2L+X0Au3V3/xOfO5VVLPLu30WFB3LNJVMorajn3c93s/KPlwpprJ9bsHRtOXyilDc+3kFB\ncQ3tHV0EB/oyMyuF+29fZHGvPb8U2H1uz7/xJVa9fCtBARpefm8r7R1dxjLetoi29i6W3/k6373z\nf2TnVfDfD7aRU1CJTqcnMS6U3/1mPuMy4t2SxSQH4LL+zesecKudPYVCHohSHkBa+N/RKBPo0teR\nX/t3TlU/BMC4mI/czvNE5d0kBt9FUuiDdOlqyal5hNzaxxgT9ToAlc1fU9LwOmnhxq0gA3zG0Nix\nn/zap+zmd7L6fiL8FpMZ/SEABrro0JYK16P8L6Ws6V1Swv4fpmGsmtYfiA64wm3ZTUxL3IkBnVO/\nUVM5AYdldYcufS3t2hIMBh1tXXmUNr7L8NDfe7UMYjBvL1NbAXbbS+w9XT0jp6r/CIBSHsSUhK3d\n5x6kS1fHuJgP+1QeZzjrD73pC+BefwjwGQMguj8YMOozb/aHaYlGw1Rsf0gKfRCgz/1BLK7qV2wZ\nMqONHwI7i8aRHmG0U8L9BtZM8pA3ZO+9eQH33rzAYkrXnH+8tJZJY4fx5ENGZ/d3P9/NT/vyBCMW\nYPPObABeeuJqwkP8efWDbTzz6g+8/ewNouVYMmc0z77+I3ddP5eZWSkoFJYhfPXdfi8bfzrJu8/f\niE6n5+Gnv+HNVTv43W/mA7Bq9T5+OVbMW8+sEF7uf39hLa99uF146Vunsb4O8OaqHVRUNfLpy7ci\nk8n4y/OO927vC3q9gU/X7HdYb889ulxIO2vZs7zy92tsPjTslQewKZNWp+fNVT/x5EOXEBkWSHF5\nnVuymN8HsFt3JnkdydpbZkxK4cmX1lmcc/Xc/vnZ1dx783wWzByFwWCg9Ew9jc3tNuk278y2W+aE\n2FDqGlrx1ajIzqugsbkNgI5OLbX1LSQnhAMQHRnI1RdNZsKYBFRKBW98/BMrX1nHxy/e4pYsJjkA\nl/VvXvemujDhqp09hUoeYjFy40sS8UE3CYZEb4jwX0pCcLeriArig26msO5p4XpZ0/vEBd1EpP9F\nPfdVpdDSmU1p4/9s8gv0GSsYjCZML3yAqICLKah7msaOgwSpJ9LSeYJ2bQmR/hf0ugzg2nfUopxg\nt6zukF/7D/Jr/yHcOzHkTmIClvUqLxOe8H+1bi9fVQqAw/YSc09Xz0hjxy8ApEc8LSy4ifA7v0/P\npRik/uCYs90fxOKqfs1xVgaFvGfQTS5T25wbCAzqDRFueuA9Zi17Vvh30wPvuZ3HsVPlzJ0+Qjie\nO30E+UXVFmluWD6dG5ZPJzIsALlcxpK5o23SuOK+2xZx9UWTee3D7Vx626u88dEOYRTMnCsvzMLP\n14fAAA1XXZjF1t05wrU1m45w3aVTCQnyQ6NWoVGrWHb+RKdprK8DbNuTy1UXTSYwQEOAv5qrL57i\nVlncoa/1Zq889soEcPl5E4mOCEIul9k1Mp3JYn4fZ3XnDUKC/Ghu7XDrN8Pjw1i35Th7Dxei0xtH\nSseMjLVJ56jMiXFGQ3bbnhzSU6MZn5HA+IwEtuw6RW1DK0mJ4YJs0yclo1GrUCjknDdvNCVWxqMY\nWUxyiKl/87rvTTt7Ar2hg+KGVzlUfgV7iqezq2gyOTWPoDd0oDe411YmgtSWMx8qeShafZNw3NZV\nQKDPWJvf+fvYHykJUmc5vZ+PIopQ35lUtxijRVS3rifAZzS+qiR8VUluSi8e63KCbVndIT3iOWYn\n5TJr+EkmxH5OVcsacmseJ7fm8b6K2ifcbS8xuHpG/HzS8PNJo6ZtIwaDFoNBS23bJgLUY6yz8ijO\n+kNvGUj9wZt4uj/09r5n4579xaAekX31yWtJHR4pHOedruKO/+feNEdSQjg/HywkqXsE6ueDhYxM\nsfT3jI2yXNSjVCrQ6vRu3Ucmg0vOHc8l547neE45/35rE7mnq/jnw5dZpAsJ6glrER7qT219q3Bc\nWd3EY899i8zKqdX80F4aax/Y6rpmwkP9Le7jLczrrjf1JqbMJkxuG72RxZ37eJrq2maCA90LZ/Lc\no8tYu/kY732xh78+v4Z5M0bym+UzbOrAUZmHxYVR39jKtxuOcMvV56DrPv/Wqp+48sIsoT+Unqnn\nf5/tIve00SlKq9XbLJoVI4urPiTmuTXhqp09QXbVfbRrS0gJe4QAnzEo5P5UtXzPyap7XP5WZ2i2\ne14hc75Fr6Ow2jLsL5609hO1R5T/pRTWP0tK2P+jpvUHovy9H2bJdTl7h0ymJECdSVzgjZyufx6A\ntHDHxqyjdvAc7rWXGFzV3ajuqd3DZ1aws2giCrkfgerxpEfYn7nxFFJ/6D2e7A9KeaBNfWr1jSjl\nthFtvNUPByKD2pBV+ygF/1HTsbs88rvzuPuxT/hy3UH8/XyICA3g0XvOt0hjbdz0ldEjYrnrhrk8\n+I8vbK7V1LWQnBgh/G1uZEZFBPL7WxYybUKSw7zFpAkP8aeuocdArm9sdZi2r/S17sSUxxOyePI+\n7rJl9ykmjkl06zc+KqXwYVTf2Mo7n+7i/r9/wfv//o1FOkdlTogN4UxlI3UNrWSmxwnGaW19C8Xl\ndYzsXrz3x5VfsWBmOn+8awlKhZzsvApueeh9t2Vx9Rz0Z/3bo7ZtC6Mi/0OwZqpwrqXzuE06hTwA\nrb7e4lyznXRi8FUl09x5jDC/BRbnW7qye5UfQLj/EnJrHqW6ZT0tnaeIiOrbNOpAQGdoQW4Vx9KT\n7SAWb7SXK0xT6pH+55Mc+jAymWdDhDlC6g8DA41yGE0dh4kNvE4419R5CF9VstfvLUMhxFYeaAxq\n1wIJCQkJCQkJCYlfL4N6RNYT/O0/33P/bYuYN2Mkci/OI3+9/hCTxw8nItSfhqY2Vv94iNEjbH0a\nV327j1FpMRj0Bj75dh/zZ4wUrl28aBzvfb6blGERRIYZpw0qq5uoqG4U4pBap7G+DkY/4I9X72N8\nRgJyuYzPvjvgtXKLJTIsgKPZpQyPD6OrS4dKZRxpsFcewKZMfcX8PiZ57NWdM1nFotMbp9RLsDso\nXwAAIABJREFUz9SzZuMRduzN5bWV17n4lSUbdpxk0thEQoP9CfTXkDo8kp3780X/PjEujE/X7Gfp\nfKNvnenRP2/eGLbsOsW5szMAaGhqIyE2FKVCTnNLBx9+/bPHZQHHzy3g0XYG6NRX09Z12u41X9Vw\nAPxUI6huXU+gehwGQxc1rRspb/rYJn2wegoljW/jq0pFpQijoX03VS29WzwZG7iC/NonhEVDAT6j\naeo8TGXzV73KD4w78IT7n8vp+n8TqB5vESqptxgMxogpZ2uHKvOoBS2dJyhtfNtiZyNwvx3ElMGU\nxlE68/YytRXgsL08UW+mMqWG/dVjM4WDoT8E+IwG+NX3h9jAa8mt/Qv+PhmEaKbR0P4zVS1rGBnR\nt4VjYsrgq0qiutW42DpQPQ6dvrVP/uCeZEgbsiXldTzyzGpauhfS3POXTwgK8OX2a2cBMHtqGsPj\nw3jsuW9RKuSoVAp8VEriooO59epzmDbRc8P1P+3L481VP9Hc0k5QoC9Txg/nL7+3ndaYOSmF3/7p\nQ+oaWpk5OZWbr5opXLvqosnoDQZ+9+gqauqNMWhDg/1Ycdk04WVvncb6OsCtV8/i2dd+5Iq73iDA\nT81vr5vNT/vy3CrPrQ99QF633+QtD71PUIAvn7xiXCHZmw0R7rttES+8s5kX39lCSJAvq7o3ArBX\nHsCmTH3F/D6Aw7pzJqtYbn3oA8BYT+MyEnj5iasFAxrsP7eA8OzOnprG+q3H+fdbm2jv6EKtVpKe\nHM0/HhLv7zUsLpRTBZU8/fDlFueXzhvDqtX7iOj+UHrwt4t5+b2tvPTuZkKC/LhjxRx2d4ejM9FX\nWcDxcwueN2QLaldSwEq710xxEdMjnyG35jH2lixELlMS6jubcTEfcKDsIov0IyL+Tm7N4xyvvBO9\noYMQ3xmMinyRI2dWuC1XdMBldGjLyK99AgCtvolgzTRGRjzD0YrfuJ2fiSj/y6hs/sZi1XlvKKp/\nieKGV9EbjBEpTlb9nuzq+/FVJpEVv75PeTujJ2qBDLUyhuiAZQwPudcijZh2MG2i4KoMxQ2vUlT/\nkpDGUTrz9jK1FWDTXp6rNz2hvnMAyK6+n+zq+wFQyP0J8BlLatif8ffJcCM/I4OhP5gWKQ2U/mBq\nU+Cs9oeYwCvRGVopb/qIwrqn8VFEkRz6kM2HnRjcLUNq+F/JrXkMgP2lS9Eo473a791BZvDCdmdu\n0K83B7jk1v/y2+tms3TeWGFU6sDRIh57bg1r3nEvPmhfMIVZ+ujFmxkWNzS3wpWQkDj7NLTv5fCZ\na5masN1rAdglvE9O9cO0aY0jp8mhf8JHYfRj1xmaKWl4k6aOg2TFr3OWhQRSfxjk2J2GGNIjsmIw\nGAz4anwEI7alrZP9h4tEbz962W2vukzz1Rt3uCGP6KRewdPlkZCQ6F9qWtcTrJlq96Vt2mXJGZ7e\nvUfMPb1x38FOVcsa0iON0RoC1eMsroX6nkNVy3f9IdagQ+oPQ49f/YjsgaNFvP7RDs5UNWIwGPBR\nKZk4JpFbrzmHqHDvh/kxYRqRtbf7mISEhIS7tHUV0q4t4UTVXYyK+LfN6m9AVBxQUxB0TyE29qin\n7zvYOVR+JUq5cYAlOeyP+Cii0OmbaOw4SEHdPwnWTCM94pl+lnLgIvWHIYHdEdlfvSErISEhMRTZ\nVWQMEB8XdIONT6nE4KNDW05hnXHAo759F136GuQyNb7KJOMuTkG3IpOpXOTy60XqD0MCyZCVkJCQ\nkJCQkJAYlNg1ZKU4shISEhISEhISEoMSyZCVkJCQkJCQkJAYlEiGrISEhISEhISExKDkVx9+S0Ji\nqPDEd5v4aM8hp2k2P3AbMUEBAypvid5zprGZ+c++YXHuxN/+0E/SSEg4R9JRvz7ONDYDWOgpT+so\naURWQkJCQkJCQkJiUCIZshISEhISEhISEoMSybVggJPx2L/snlcrjU0X4qch1M+XzPgYpqckMmdk\nMgFqn7MpokQf2ZKdz50ffiMcP718KReNG+V2Pr9feA7XTh1PXUs7da1tANS1tvGX1Rv6LKN13qb8\nPZG3xNClpqWVLdn5bM8pJLeyhtqWNhrbO/BVKQnz9yM5IpRJw+JYMCoVgLSo8H6WWMIentZRgIUu\n8YaOAs/pP4mBjWTIDlI6tFoAKhqbqWhs5uSZKj7bf4QgXw2/mTGJG2dOws9HCo49GNhwwnLrwY0n\ncnv1kgjUqAnUqCHS8rwnFLk385YYWrR0dPLG9r0AvLvrAO1dWps0zR2dNHd0UlRbz9ZTBfxrw08A\nLB6dxgtXX3RW5bXmkpff51RFNZsfuA1A8qnECzoKLHSJpKMk+oJkyA4iJg2Lw89HhQFoajdua1ff\n2k5JXQP67o0tGtvaeWHTTtYezeaV6y4hITS4HyWWcIXeYGBzdr7Fue05hXRqdfgoFf0klYRE7yir\nb+T2978ir6rW5ppCLicywI9gXw3NHZ2UNzQJesvEmLjosyWqXaqbWzhVUd2vMgw0JB0lMdCRDNlB\nxF8vXsQIO1NvjW3t7C4o5p2f9nOwuByAnMoarnztYz797TWSMTuAOXC6jNoW4zRYbHAg5Q1NtHZ2\nsSu/iLkjk/tZOgkJ8ZxpbObqN1ZR1dRicX5UTCS3z5nK3JHJFrNE7V1a9haWsObwSXblFwGwYtqE\nsyqzNTvzivr1/gMRSUdJDHSkxV5DgCBfDeeOHsHHt13NE5csRqkwNmtdaxv3rlpDp1bXzxJKOGLD\nyZ4pu9tmT+k5bzWVJyExkNHpDTzw2fc2Ruwdc6fx+R3XsXTsSBtXJ41KyewRSfxz2XlsvO8WNt53\nC/797N8vGbK2SDpKYqAjGbJDjOVZY3nq8vOE4+Pllby/+5d+lEjCGRtP5AHgr/Zh2aSxgv/Y5ux8\nm2lXCQlr7G483g98uu8w+0+XCse3z5nK7XOmcu/CmSjkrqVUKRSoFP07Td3epWV3vmTIWiPpKIm+\nIMP7ekpyLRiCXJCZzsYTeaw9mg3Ae7t+4YYZEwGcvizONDbzxf6j7MgtpLiugcY2ox9ukEbNsPAQ\n5o5M5oqsTML8fd2SR6fX88PxHNYePcWxskpqW1rtLgCxx7s3XcHU5ASnaZo7Ollz+CTbcwrJqaim\npqWVDq0WtdK4MhpgWFgImfHRzEgdxpSkBOSy/jcBTp6poqSuAYDJw+PxUSo4J3U4646doqa5lUPF\n5UwcFtfPUp49+vr8zXnmdQCqmloYFhbC+t/fZJPmUHE5V7+xSjh+dcWlAHanSJe/+hHHyiqICgxg\n64O3OZS7uaOTLw8cY1tOAXmVNdS2tqFWKokK9GdykvHZvXh8BpPcbMsunY7P9h1l3bFT5FfV0tTR\nQZi/H+MTYrh80ljmjEgaED6KeoOB/+08IBxnxEZxz4IZHr/P8fJKtmYXcLCknLzKGgBqW9vo1Orw\n81ERGeDPiOhw5o5MZunYdDQq56+3745kk1tZQ05lNbmVNRTXNlgYZtYbTVjjTlB3ZzoKIMzfT9JR\ngwBrHQXQ2Nbh1jtyzjOvu6WjwKinvKWjACYnJQxqHSUZskOUW2ZlCYZsZVMz23MKAYQwN9a8vu1n\n/rt1j10Ds6allZqWVn4pKuOtHft4aMkclmeNFSVHWX0j96xaw7GyCrfLIJPhcjTnx+O5PLb6R+pb\n222utXZ20dppVDYldQ3szDvNa9t+ZlxCDJ/cfo3b8nga86m5eekp3f8ns+7YKQA2nsz71bwkPPH8\nZcbHALDpZB7FdfW0dnbZTGcfKim3OD5ccgawNWR1ej05lcZFP2PjHS9AWn3oBE+t3SqE+zHRqdXR\n1N4hLHr6ZO9hzh09gicvO9fl9HlRbT0Ad37wDfnVloumzjQ0caahifXHcrggM52/X3ouJnunvwbH\n9uQXCzID3DVvGgq55yb7Nmfn89wPO8irqnGYpqm9g6b2DvKra1l/LIcXN+3iX1dewPjEWIe/eeCz\n7z0mozNc6Sjj/w2SjhrgeOodmRkf45aOAqOe8paOAsirqnVLR4FRT4nVUWB8n3tLR0mG7BBlTFw0\nSeGhFNbUAbC30DjtZ8+Q/eu3G/lk72HhOCLAn6zhcQT7agCjr+3+06XUtrTR1N7Bo9/8SFVTC3fO\nm+ZUhvYuLbe8+6UgQ3RQACumTSAlMgyA/O6X/Ad7DlLRvY2dQi7jqcvPIyM2koTQYGHEwh6784v4\n/SdrhFGUQI2aiYmxRAUFoJDLaWhtFzpZXlUNOr0x3fxuhdzfmKbsoOclMWdkMnKZDL3BwMYTeTxw\n7uz+Eu+s4annb2z3ivdNJ/MwGOBURTUTrAyZQ92Gq4kjpZbHJvKqagXf8rEOVtK/sX0vz/+4QzgO\n1KiZNCyOqMAAOnU6citrOF5u/IAzGOCH4zkU1dbz0a1X4esgNF5NSys3vvM5YHwhCGWLj2ZkVAQ6\ng4G8qhqOlVXw3ZFsunR6NCpjXm3dRtHZ5ufCEuHvcH8/5qfb/1juLf4+PhZGrJ+PipHREQAkhgbj\np/ahsa2dX4rLhTorb2jitve/4rvf3Uhk96iTNQ8vnWtzbuXarcLfd883jioHanrvtytGRwHkV9dK\nOmoA40hHAQT7atx6R46Ni3ZLR4F9PeUpHQVwvLxCtI6CHj0lVkcBaFQqr+koyZAdwoxLiBGMyIPF\nZXbTfHHgmNBBFXIZfzpvHtdOG28zraXTG3hv1wGe/WE7eoOBFzbtZFRspFOF++Geg8L9UyLC+OyO\nay2+Pk1G9XXTJnDFax+RV1WLTm+gpK6BC0XEKHxp827hBbE8ayx/vmC+Q8O3qb2DXflFrDuawxVZ\nmS7z9iamqbqTZ6oA41SsKVZlqJ8vExJjOVBURmFNHXlVNaRGDt0g8Z58/qxHJU6eqbJ9SXRH9Zg7\nMpmtpwocGrKmtgEYY2e0Y1tOIf/aYHxByGUy7p4/g5vOybKZzjblc9+n31FQXcfJM1U8vmYTT12+\nxO59n1q71eLlEKhR8+I1FzEtOdEi3bGyCn7/yXf8cDzHbj5nk1+KenTLhGGxonxi3WFqcgLz01OI\nDPTn/Mx0sobFCwtazdEbDHy67whPrNmE3mCgqb2D/+3cz4NL5tjN94YZk2zOmRuyy7pH1PoSR3aw\n6igw6imxOgoYsnrK0+9Icz3lSkcBDvWUp3SUKS+xOgos9dRA0FHSYi8JCQkJCQkJCYlBiWTIDmFM\nU/gA1c2tVDe3Wlxv79Ly3A/bheM/njeXFdMn2F1koJDLuOmcLB5c0jON9PfvNqPT6x3e3/xL7J6F\nMx3uNObro+J3C2YKxz8eFxfWxdzv9t6FM526IQRq1Jw7egTPX3k+4QF+ovL3FhtP5FlM2Vl/sZsf\nbzBLN9Tw9PM3Nj7aZrTDnJqWVkrrGwG4fNIYwLihSH1ru4WPJ8CJ8p7fZprlqdMb0OkNPLFmk+Dv\ndd/iWdw5b5rdkY5RMZGMionkzRsuF6bqVh86LkzpmVNa38h3R05anFt5+RKbkQ4wug69uuJSj/qi\n9pay7joFyIiJ8so9XrnuEh6/eBHTkhPtjsaCcdTp6injWDG9JxbtjtzTXpFHLINVRwFu6aihqqe8\n8Y50R0eZ6ymxOgpwS0cBbukoaz0lRkd5W0/1vxaU8BpBpq0AgfrWNuqtnL2/P5otOIDHhQRx7VTX\nwcivnz6JmOBAwPgCczZtUFBdJ/ydERvpMJ319YKaOicpezCPwDCYduP58UQuP5otorB5SZj5MW8c\nwrEaPf38hfr5EurnS3xIEGD7kjBN2QVq1MwbmWJhEB0ptVyMePJMpSBXqF/PCuRNJ/PYdDJPcA+J\nCwniNzNtp6itiQsJErb0NBjgq1+O2aRZc/ikxWKIkdERLHSwOBMgNTKMRRme9UftDfVtPYuYQvw0\n/SiJkQvHZQh/mxvZ/cFg1VGAWzpqqOopb7wj3dFR5npKrI4CvKqjzPWUWB3lbT0lGbJDGPOvr3at\nlnat5WrLnWajFYtHp4nybVPIZZw7Ok043p7jeMSjS9ezEYOvyrHjOGAxUqHXi1vaOD2l5yvwoc/X\nseFEbr+t3BZLbUsbB4vLBJ/lyEB/m205UyPDGBYWAsDRsgoqm5qpbGo+67J6G289f6boBacqqi3C\nKZkWUaTHROCjVDAiKkK4dthqgYXpBWO9iGJbTgHbcgqs5BanRqck9YSR22u2QMqEaVc+E/NELPiZ\nlZYk6t7epLWzU/i7vzc0AAQjAYxhh/qTwaqjTHoKxOkok54aavS3jjLXU2J1FOBVHWWup8TqKG/r\nKcmQHcI0tfco8WCNhmCN5WjJsbJK4e/RseKnBM3THiq2DRViIj6kZ2tce3uvm5Nvdt38ReSMexee\nQ0D3i7OmpZXfffwtS194h7d27BuwSnVzdp4wPQ0wb2QK9sJFmhSEwWDrijBU8NbzZ5q6a+vsori2\nQTh/uDuszaiYSJt8zBdTnGloEkIlWS8gO1RcbnHPjBjnMw3mRAX2LBoqtTNSmGM1YmdvO2prkiNC\nRd/fW/j59Biv/RU5wRyVA9eD/mCw6iiTngJxOsqkp4Ya/a2jzPMSq6Os7+lpHWWup8TqKG/rKSlq\nwRCmwWzKzxTKyJyalh6f2cgA+yFq7BFhltY8D2vOHZ3Gf7ca/Wxe2bKbacmJdhWiwQCvbN0tHC8U\nOQ2RGhnGx7ddzSNf/yB8rZ6uqefZH7bz/I87mJk6jOXdq38XZYj7mvY21r5kn+0/wmf7jzj9zcaT\nxt9cM3W81+TqD7z1/Fn7oA0PD0FvMAhTc6aXxJi4KL7ojuN/orwSnV6PQi7nhNl0n/VoR1Wz5Ras\nf/pyPX/6cr1o2U2Y901H5yJE+EmGurk5iTcIUPsI8ShN/3sDnd7AoZJyfi4oFj6MS+sbaWxrp6m9\nkw6tlk6djk6tuM1WzgZidBTA8qzMQa2jwKinJB1lxFM6Cnr0lFgdBZZ66tegoyRDdghzorznazIh\n1HaUs9Vs9ETtYhccc8zjyzmburtu+gQ+P3CUqqYW9haWcMVrH3HjzEkkhYciA053O6//b+d+jnZ3\n4JigAG6dNVm0LGlR4ay67Rq2nsrnfzsP8HNhMQaDMRTPjtzTwmKPhNBg7l04U1RYL2/R2tnFrl7s\n5f5zgXGKp7mjUxjdGQp46/kbExctBN/OPlPFkjEjyKuqpaU77djuaT3T/2Bc1HGqopqM2Chhyk4m\nsx3tMJ/l6As6O+4zbV2Wo5nOFgaZ8HPhsnM2iAoKoLw7FI+rmZfeoDcY+GjPId7csVeINz2YcKWj\nwLgobTDrKDDqKUlHGfGUjjL/W6yOAs/oqcGkoyRDdoiiNxgsfFmyhsfbpAlQ+whfWB0it4wFy+lD\nZ0or3N+P16+/jLs+/IbyhiaOlVXw0OdrHaZPiwrnxWsuIsjO6LEzZDLjNNe89BSKauv5+uBxVh88\nYTE1UlLXwIOfr2V7TiErL1/SL9s/bs8ppMNstCjc309YFGCPisZmqptbBF/jracKuCAz3etyni28\n9fwFqH1ICg+loLqOnO6Vt6bV434+KmE6bFRMhLAYp0un41hZJRmxUZw6Y5w6SwwNEfaVN2GKvGEa\neVw8Os1hwH130ahUwosMoEOrc5LaiNZJ1JCzxZi4KGEq01Fc3t6i0xu4Z9W3bDrZM0oYFRggjGSm\nRYUTFxJIkEaDn48KjUpJU3snN77zmUfl6CtDXUeBsQ9JOsqIp3QU9OgpsTrKlIe3dBQg6ClP6KgX\nc9/jd2k3CMcv574PwP+lXS9aLsmQHaJsOJFrsSXdVDvhMSIC/IRO6o6/lnlaV1MLo2IieffmK1j2\n3w9pau9Ao1LSpdOhkMuFlZYZsVEsGTOCCzLTLVb59oZhYSHcs2Amd8+fwY6cQl7Zugfo8RlafegE\no2OjuFHEKk5Ps8FqZe/vF53jdKvfbw4et5gS2ngid0i9JLz5/GXGx1BQ3ROsXVgYER8tGAgqhYJR\nMcaFFEdKKzjePYNherHYG+kI9zfez/SSuHTCaIfbPrtLkEZtYcjWtTp22zFhb/rvbDM+IZaP9hwC\nEAKqj3LDL88Z7+06IBixSoWcxy5cwOUTxzqdgjffUGIgYq2jAF7ZukfSUQOQ/tZR0KOnxOooMOop\nb+ko6DFkvaGj6rvcjzQiGbJDEK1Oz2tbfxaOR8VE2uweAjAuIVaYCjxeXsklE0aLyt88fp35FIg9\nzjQ0cf1bn9LU3sGCUak8vey8s7KyWS6TMWdkMrNHGHdH+fPXP/BldziRz/YfOesvCa1Oz9ZTBRbn\nZo9Icvqbc9KGW+xPvT2nkC6drs/G/kDBm8/f2PhoVh86QVFtA106HdndIxjjEyz7QWaC8fdHSis4\nVlaBTm8Q4jXa8z0b153etGPdifIqj70k0qLChSl6gJyKGpY6tiG65ah3nuAsMD89BY1KKexB/+7O\nA6x0siuQO3xpFgLolnMmi9rxqn4AGPdiMOkogNkjkge1jgKjnpJ0lBFP6igw6imxOsood4zXdBQg\n6Km+6Kgz7VV8cPprjjac4qHDTwHQpdcyPiTDbnpnDJzlnRIe4+n124QvN4DbZk+xm27OyCTh7x+O\n59r1ibFGpzdYxBc0TfE54sm1W6hobCbET8NzV5x/1sPzyGTGf+Z7XheZrRI9W+wpKBa+kNOjI0iP\njiDaxdaXEQH+pEf3jGw1d3SyO7/Yq3KeTbz5/JkUvE6vp6y+iVMVxheLjSEbH2MRCqe0vkFw5bA3\n2jEvPZl56cnC8beHT4iSWwzWH5tbrIwKe+zO750/oycJ1Ki5ILPHr/Prg8fZnlPI9u7Rxr5gvqJ7\neopzXWOiL3ViHlu4tbPTIrSYNxloOgpwS0eZ9JSkozyvowC3dBTgVR1lrqfE6ih7fTJGE8kD6bex\nIGoGT4/7E0+P+xP/mvBnfpO0jN8kLXNLLsmQHUK0d2n505freX/3L8K5hRmpLB1rf6pncUYacd2h\nrs40NPHergMu7/H+7gPC1F1koD9Lx450mn5n98KBxNBgh7uKnA3MnfbtRXDwNhvNfPxmj0xm9shk\nJ6l7mGU1ImKez2DHm89fRmyUEDvxQFEptS1GNxvTiKoJc0O2vUsrLHSRy2Q2sTMBzh09gnNHjxBi\naJ6uqec/G39yKbcYzI1BMC7WtB4hM6eisZnvj2R75N595e750y189e5Z9S33rPq2z8as+QKbaquI\nEfaobm7hzR37en2/ML+eaeDcyhq7uxt5i4GkowC3dJS5npJ0lGd1FOCWjgK8qqPM9ZRYHeVMT92Q\ndHmf5ZIMWQkJCQkJCQkJiUGJZMgOcgwG43TDf7fsYeHzb/LNwePCtbSocJ66/Dy7sVsBFHI5j14w\nXzh+7sftvLfrgN1pCJ3ewHu7fuFZs32nH1oyx6UvlFppvH68vJL3d/9CTXOrxU4mfeHSl9/nvV0H\nbPagNse0N/Sj3/wonDsnbbhH7i8W62Dhc0YkMceF75mJWVaybjqZN+B3BhKLN58/jUoprPw11X1s\ncKDN6l1TsG7TymLTVFlyRKgQocBaZoVczuMXLxRGU97Yvpf7Pv1OWIBhjy6djoPF5byyZTeXvfKB\n3TTDw0NYbLYjEMAfv1gnhF8z53RNPXd88LXFKF5/EhMcyJ/N2rK9S0t7l5bb3/+K+z79jj0FxWh1\nlquXdXoDuZU1fL7/KPd9+h33ffqdTb7jzUan3tqxz2IxnDX7T5ey4q1PqWl2vQDFEeMTe+73yubd\nvLJ5txB4vjeI0VHAgNNRgFs6ylxPSTrKszoKcEtHmeT2lo6y1lNidJQzPbWn9iB/PPxP/nXqbQBW\nFa9hVfEah+ntIS32GkT8dfUG/HxUtGu1NLYZfZnKG5rsBiGfn57C08uXuozpNy89hXsWzOSFTTvR\n6Q2sXLuV17fvZfLweGF6q6Gtnf2nyyym9m6YMUlUvMNlk8byxva96PQGnvx+C09+v8VuOl8fFZEB\n/oxPiGFZ1lim2YmyYE12RTUr125l5dqtxAQFMCI6gogAfzQqJS0dnRTW1AkhTUyKJ1Cj5ncLZrjM\n25McKT0jrGINUPswMTFO9G8nDYsTYhK2dXZR1dTC4ZJyxlv5U1Y2NdPQ1kFTewfN7R00db/wrZ+N\n1QePExsSRKDahwC1mgCND4EaNTFBxhA79laD28vb3jPnLG9Hq8y9+fyNiYvm5JkqtnVPb9vzPTOt\nDh4TF82egmJ+6o7r6WjKzsT0lGE8fvEi/rJ6Azq9nrVHT7H26CkiAvxJDAsWFj+ZjKrS+kZ03WFo\nfJSOP/4eOX8+B4qMW4PWNLfS0NbOje98RmZ8tLBVZWFNHYdKytHpDVwzdTzrj50CEKYm+4uLx2fQ\nodXy+LcbLV70prrRqJREBPgToPahtbOL8oYmi22sAZ6/8gKL45vPyRLcE06eqWLh829x7ugRxIWY\nnlc5FY3N7CssIbt7x6EV0yewK6+oVzFtr54yjh+PG/0bTfktfeEdpiQlEObvR2tHJ9UtrZTXN7H2\n3t+4zE+MjgKERTwwMHQUIFpPTRpmTOfroxKtowCHusSRHgEc6hJv6j9nOgqMbiDe1FHQ40bgDR0F\nRl0jVkdBj54Sq6MA1h87ZVdHbarcxVPjHhIM2dK2Cqf3todkyA4iTC84Z4yICufW2VO4aFyGw5FY\na+6cN42IQD+eXreN5o5OappbWX8sx25ajUrJPQtmctM5WeLynjuNnwtLnG5lC0Yjrai2nqLaer49\nfJKrpozjsQsXOI2lqFYqhZiHZxqbOeMiWHpKRBjPXXm+6C1wPYW54/+M1GEWC0pcoVIoBKN+S3Y+\nABtO5tm8JK554xPK7GwpaM2/Ntj3ldpw3y2A/e2BPZG3szr31vOXGR/NFweOCsaS+WibNWPjjS8J\nV4sozFk2aQxJ4SH8ZfVGIYROdXOLS19O00vTHtFBAbx703IA7vpwtTCSd6S0Qtj1x8TyrLE8cv58\nciqNBldtS6lLmb3NFVmZpESE8c91WwEsZG7v0lJS594ipukpw3jswgU8uXYLWp2ehrY6Ots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8JjNobsd6dPAAijob3F3cVM1vVjqhvApn56w7byfJvoBVmRCXx13o0AZIbF9Cl/by7ecvQ8OHsW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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fbf109e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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haRf1Wxk+LxWMzbq1X/M06B2yErKYUxJZMzsQuD1u1jauJSM+o8/y+HD3hyRa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RHRcylOdOfkS0Iox4r2Y3HItOfYRMJEWPnisjx5uVOTF0BE8ef4dQz0D+1cd5zf+j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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb2fbfa7278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wordcloud import WordCloud\n",
    "\n",
    "text = ''\n",
    "text_da = ''\n",
    "text_desc = ''\n",
    "for ind, row in train_df.iterrows():\n",
    "    for feature in row['features']:\n",
    "        text = \" \".join([text, \"_\".join(feature.strip().split(\" \"))])\n",
    "    text_da = \" \".join([text_da,\"_\".join(row['display_address'].strip().split(\" \"))])\n",
    "    #text_desc = \" \".join([text_desc, row['description']])\n",
    "text = text.strip()\n",
    "text_da = text_da.strip()\n",
    "text_desc = text_desc.strip()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "wordcloud = WordCloud(background_color='white', width=600, height=300, max_font_size=50, max_words=40).generate(text)\n",
    "wordcloud.recolor(random_state=0)\n",
    "plt.imshow(wordcloud)\n",
    "plt.title(\"Wordcloud for features\", fontsize=30)\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "\n",
    "# wordcloud for display address\n",
    "plt.figure(figsize=(12,6))\n",
    "wordcloud = WordCloud(background_color='white', width=600, height=300, max_font_size=50, max_words=40).generate(text_da)\n",
    "wordcloud.recolor(random_state=0)\n",
    "plt.imshow(wordcloud)\n",
    "plt.title(\"Wordcloud for Display Address\", fontsize=30)\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "_cell_guid": "b5739638-7895-65e4-598d-e8491c356959"
   },
   "source": [
    "**More to come. Stay tuned.!**\n",
    "\n",
    "Please upvote if you like the notebook :)"
   ]
  }
 ],
 "metadata": {
  "_change_revision": 29,
  "_is_fork": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
